SAQIB44505_p2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from random import shuffle\n",
    "\n",
    "IMG_SIZE = 224\n",
    "LR = 1e-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def label_img(img):\n",
    "    word_label = img.split('_')[0]\n",
    "    if word_label == 'covid': return 1\n",
    "    elif word_label == 'noncovid': return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createDataSplitSet(datapath):\n",
    "    X=[]\n",
    "    y=[]\n",
    "\n",
    "    for img in os.listdir(datapath):\n",
    "        label = label_img(img)\n",
    "        path = os.path.join(datapath, img)\n",
    "        #image = cv2.cvtColor(cv2.imread(path), cv2.COLOR_BGR2GRAY)\n",
    "        image = cv2.resize(cv2.imread(path), (IMG_SIZE, IMG_SIZE))\n",
    "        image = cv2.normalize(image, None, alpha=0, beta=1, norm_type=cv2.NORM_MINMAX, dtype=cv2.CV_32F)\n",
    "        #image = np.resize(image, (224,224,1))\n",
    "\n",
    "        X.append(np.array(image))\n",
    "        y.append(label)\n",
    "\n",
    "    return np.array(X), np.array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dir = '/Users/sardarsaqib/Documents/University of Essex/DSSM/Resit Assignment/Accuracy Improvement/Final Try/covid19_CT/train'\n",
    "validation_dir = '/Users/sardarsaqib/Documents/University of Essex/DSSM/Resit Assignment/Accuracy Improvement/Final Try/covid19_CT/validation'\n",
    "test_dir = '/Users/sardarsaqib/Documents/University of Essex/DSSM/Resit Assignment/Accuracy Improvement/Final Try/covid19_CT/test'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "train_X, train_y = createDataSplitSet(train_dir)\n",
    "val_X, val_y = createDataSplitSet(validation_dir)\n",
    "test_X, test_y = createDataSplitSet(test_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.imshow(train_X[2849], interpolation='nearest')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.applications import DenseNet201\n",
    "from tensorflow.keras.layers import Dense, Input, GlobalAveragePooling2D\n",
    "from tensorflow.keras import Model\n",
    "\n",
    "img_input = Input(shape=(IMG_SIZE, IMG_SIZE))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"densenet201\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_5 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_4 (ZeroPadding2D (None, 230, 230, 3)  0           input_5[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, 112, 112, 64) 9408        zero_padding2d_4[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv1/bn (BatchNormalization)   (None, 112, 112, 64) 256         conv1/conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv1/relu (Activation)         (None, 112, 112, 64) 0           conv1/bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_5 (ZeroPadding2D (None, 114, 114, 64) 0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, 56, 56, 64)   0           zero_padding2d_5[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_bn (BatchNormali (None, 56, 56, 64)   256         pool1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_relu (Activation (None, 56, 56, 64)   0           conv2_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_conv (Conv2D)    (None, 56, 56, 128)  8192        conv2_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_relu (Activation (None, 56, 56, 128)  0           conv2_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_concat (Concatenat (None, 56, 56, 96)   0           pool1[0][0]                      \n",
      "                                                                 conv2_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_bn (BatchNormali (None, 56, 56, 96)   384         conv2_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_relu (Activation (None, 56, 56, 96)   0           conv2_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_conv (Conv2D)    (None, 56, 56, 128)  12288       conv2_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_relu (Activation (None, 56, 56, 128)  0           conv2_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_concat (Concatenat (None, 56, 56, 128)  0           conv2_block1_concat[0][0]        \n",
      "                                                                 conv2_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_relu (Activation (None, 56, 56, 128)  0           conv2_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_conv (Conv2D)    (None, 56, 56, 128)  16384       conv2_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_relu (Activation (None, 56, 56, 128)  0           conv2_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_concat (Concatenat (None, 56, 56, 160)  0           conv2_block2_concat[0][0]        \n",
      "                                                                 conv2_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_bn (BatchNormali (None, 56, 56, 160)  640         conv2_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_relu (Activation (None, 56, 56, 160)  0           conv2_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_conv (Conv2D)    (None, 56, 56, 128)  20480       conv2_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_relu (Activation (None, 56, 56, 128)  0           conv2_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_concat (Concatenat (None, 56, 56, 192)  0           conv2_block3_concat[0][0]        \n",
      "                                                                 conv2_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_bn (BatchNormali (None, 56, 56, 192)  768         conv2_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_relu (Activation (None, 56, 56, 192)  0           conv2_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_conv (Conv2D)    (None, 56, 56, 128)  24576       conv2_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_relu (Activation (None, 56, 56, 128)  0           conv2_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_concat (Concatenat (None, 56, 56, 224)  0           conv2_block4_concat[0][0]        \n",
      "                                                                 conv2_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_bn (BatchNormali (None, 56, 56, 224)  896         conv2_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_relu (Activation (None, 56, 56, 224)  0           conv2_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_conv (Conv2D)    (None, 56, 56, 128)  28672       conv2_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_relu (Activation (None, 56, 56, 128)  0           conv2_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_concat (Concatenat (None, 56, 56, 256)  0           conv2_block5_concat[0][0]        \n",
      "                                                                 conv2_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_bn (BatchNormalization)   (None, 56, 56, 256)  1024        conv2_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_relu (Activation)         (None, 56, 56, 256)  0           pool2_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool2_conv (Conv2D)             (None, 56, 56, 128)  32768       pool2_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool2_pool (AveragePooling2D)   (None, 28, 28, 128)  0           pool2_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_bn (BatchNormali (None, 28, 28, 128)  512         pool2_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_relu (Activation (None, 28, 28, 128)  0           conv3_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_conv (Conv2D)    (None, 28, 28, 128)  16384       conv3_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_relu (Activation (None, 28, 28, 128)  0           conv3_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_concat (Concatenat (None, 28, 28, 160)  0           pool2_pool[0][0]                 \n",
      "                                                                 conv3_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_bn (BatchNormali (None, 28, 28, 160)  640         conv3_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_relu (Activation (None, 28, 28, 160)  0           conv3_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_conv (Conv2D)    (None, 28, 28, 128)  20480       conv3_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_relu (Activation (None, 28, 28, 128)  0           conv3_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_concat (Concatenat (None, 28, 28, 192)  0           conv3_block1_concat[0][0]        \n",
      "                                                                 conv3_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_bn (BatchNormali (None, 28, 28, 192)  768         conv3_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_relu (Activation (None, 28, 28, 192)  0           conv3_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_conv (Conv2D)    (None, 28, 28, 128)  24576       conv3_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_relu (Activation (None, 28, 28, 128)  0           conv3_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_concat (Concatenat (None, 28, 28, 224)  0           conv3_block2_concat[0][0]        \n",
      "                                                                 conv3_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_bn (BatchNormali (None, 28, 28, 224)  896         conv3_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_relu (Activation (None, 28, 28, 224)  0           conv3_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_conv (Conv2D)    (None, 28, 28, 128)  28672       conv3_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_relu (Activation (None, 28, 28, 128)  0           conv3_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_concat (Concatenat (None, 28, 28, 256)  0           conv3_block3_concat[0][0]        \n",
      "                                                                 conv3_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_bn (BatchNormali (None, 28, 28, 256)  1024        conv3_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_relu (Activation (None, 28, 28, 256)  0           conv3_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_conv (Conv2D)    (None, 28, 28, 128)  32768       conv3_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_relu (Activation (None, 28, 28, 128)  0           conv3_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_concat (Concatenat (None, 28, 28, 288)  0           conv3_block4_concat[0][0]        \n",
      "                                                                 conv3_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_bn (BatchNormali (None, 28, 28, 288)  1152        conv3_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_relu (Activation (None, 28, 28, 288)  0           conv3_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_conv (Conv2D)    (None, 28, 28, 128)  36864       conv3_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_relu (Activation (None, 28, 28, 128)  0           conv3_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_concat (Concatenat (None, 28, 28, 320)  0           conv3_block5_concat[0][0]        \n",
      "                                                                 conv3_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_bn (BatchNormali (None, 28, 28, 320)  1280        conv3_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_relu (Activation (None, 28, 28, 320)  0           conv3_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_conv (Conv2D)    (None, 28, 28, 128)  40960       conv3_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_relu (Activation (None, 28, 28, 128)  0           conv3_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_concat (Concatenat (None, 28, 28, 352)  0           conv3_block6_concat[0][0]        \n",
      "                                                                 conv3_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_bn (BatchNormali (None, 28, 28, 352)  1408        conv3_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_relu (Activation (None, 28, 28, 352)  0           conv3_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_conv (Conv2D)    (None, 28, 28, 128)  45056       conv3_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_relu (Activation (None, 28, 28, 128)  0           conv3_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_concat (Concatenat (None, 28, 28, 384)  0           conv3_block7_concat[0][0]        \n",
      "                                                                 conv3_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_bn (BatchNormali (None, 28, 28, 384)  1536        conv3_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_relu (Activation (None, 28, 28, 384)  0           conv3_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_conv (Conv2D)    (None, 28, 28, 128)  49152       conv3_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_relu (Activation (None, 28, 28, 128)  0           conv3_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_concat (Concatenat (None, 28, 28, 416)  0           conv3_block8_concat[0][0]        \n",
      "                                                                 conv3_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_bn (BatchNormal (None, 28, 28, 416)  1664        conv3_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_relu (Activatio (None, 28, 28, 416)  0           conv3_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_conv (Conv2D)   (None, 28, 28, 128)  53248       conv3_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_concat (Concatena (None, 28, 28, 448)  0           conv3_block9_concat[0][0]        \n",
      "                                                                 conv3_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_bn (BatchNormal (None, 28, 28, 448)  1792        conv3_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_relu (Activatio (None, 28, 28, 448)  0           conv3_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_conv (Conv2D)   (None, 28, 28, 128)  57344       conv3_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_concat (Concatena (None, 28, 28, 480)  0           conv3_block10_concat[0][0]       \n",
      "                                                                 conv3_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_bn (BatchNormal (None, 28, 28, 480)  1920        conv3_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_relu (Activatio (None, 28, 28, 480)  0           conv3_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_conv (Conv2D)   (None, 28, 28, 128)  61440       conv3_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_concat (Concatena (None, 28, 28, 512)  0           conv3_block11_concat[0][0]       \n",
      "                                                                 conv3_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_bn (BatchNormalization)   (None, 28, 28, 512)  2048        conv3_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_relu (Activation)         (None, 28, 28, 512)  0           pool3_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool3_conv (Conv2D)             (None, 28, 28, 256)  131072      pool3_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool3_pool (AveragePooling2D)   (None, 14, 14, 256)  0           pool3_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_bn (BatchNormali (None, 14, 14, 256)  1024        pool3_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_relu (Activation (None, 14, 14, 256)  0           conv4_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_conv (Conv2D)    (None, 14, 14, 128)  32768       conv4_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_relu (Activation (None, 14, 14, 128)  0           conv4_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_concat (Concatenat (None, 14, 14, 288)  0           pool3_pool[0][0]                 \n",
      "                                                                 conv4_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_bn (BatchNormali (None, 14, 14, 288)  1152        conv4_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_relu (Activation (None, 14, 14, 288)  0           conv4_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_conv (Conv2D)    (None, 14, 14, 128)  36864       conv4_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_relu (Activation (None, 14, 14, 128)  0           conv4_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_concat (Concatenat (None, 14, 14, 320)  0           conv4_block1_concat[0][0]        \n",
      "                                                                 conv4_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_bn (BatchNormali (None, 14, 14, 320)  1280        conv4_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_relu (Activation (None, 14, 14, 320)  0           conv4_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_conv (Conv2D)    (None, 14, 14, 128)  40960       conv4_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_relu (Activation (None, 14, 14, 128)  0           conv4_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_concat (Concatenat (None, 14, 14, 352)  0           conv4_block2_concat[0][0]        \n",
      "                                                                 conv4_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_bn (BatchNormali (None, 14, 14, 352)  1408        conv4_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_relu (Activation (None, 14, 14, 352)  0           conv4_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_conv (Conv2D)    (None, 14, 14, 128)  45056       conv4_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_relu (Activation (None, 14, 14, 128)  0           conv4_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_concat (Concatenat (None, 14, 14, 384)  0           conv4_block3_concat[0][0]        \n",
      "                                                                 conv4_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_bn (BatchNormali (None, 14, 14, 384)  1536        conv4_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_relu (Activation (None, 14, 14, 384)  0           conv4_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_conv (Conv2D)    (None, 14, 14, 128)  49152       conv4_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_relu (Activation (None, 14, 14, 128)  0           conv4_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_concat (Concatenat (None, 14, 14, 416)  0           conv4_block4_concat[0][0]        \n",
      "                                                                 conv4_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_bn (BatchNormali (None, 14, 14, 416)  1664        conv4_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_relu (Activation (None, 14, 14, 416)  0           conv4_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_conv (Conv2D)    (None, 14, 14, 128)  53248       conv4_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_relu (Activation (None, 14, 14, 128)  0           conv4_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_concat (Concatenat (None, 14, 14, 448)  0           conv4_block5_concat[0][0]        \n",
      "                                                                 conv4_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_bn (BatchNormali (None, 14, 14, 448)  1792        conv4_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_relu (Activation (None, 14, 14, 448)  0           conv4_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_conv (Conv2D)    (None, 14, 14, 128)  57344       conv4_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_relu (Activation (None, 14, 14, 128)  0           conv4_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_concat (Concatenat (None, 14, 14, 480)  0           conv4_block6_concat[0][0]        \n",
      "                                                                 conv4_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_bn (BatchNormali (None, 14, 14, 480)  1920        conv4_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_relu (Activation (None, 14, 14, 480)  0           conv4_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_conv (Conv2D)    (None, 14, 14, 128)  61440       conv4_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_relu (Activation (None, 14, 14, 128)  0           conv4_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_concat (Concatenat (None, 14, 14, 512)  0           conv4_block7_concat[0][0]        \n",
      "                                                                 conv4_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_bn (BatchNormali (None, 14, 14, 512)  2048        conv4_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_relu (Activation (None, 14, 14, 512)  0           conv4_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_conv (Conv2D)    (None, 14, 14, 128)  65536       conv4_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_relu (Activation (None, 14, 14, 128)  0           conv4_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_concat (Concatenat (None, 14, 14, 544)  0           conv4_block8_concat[0][0]        \n",
      "                                                                 conv4_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_bn (BatchNormal (None, 14, 14, 544)  2176        conv4_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_relu (Activatio (None, 14, 14, 544)  0           conv4_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_conv (Conv2D)   (None, 14, 14, 128)  69632       conv4_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_concat (Concatena (None, 14, 14, 576)  0           conv4_block9_concat[0][0]        \n",
      "                                                                 conv4_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_bn (BatchNormal (None, 14, 14, 576)  2304        conv4_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_relu (Activatio (None, 14, 14, 576)  0           conv4_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_conv (Conv2D)   (None, 14, 14, 128)  73728       conv4_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_concat (Concatena (None, 14, 14, 608)  0           conv4_block10_concat[0][0]       \n",
      "                                                                 conv4_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_bn (BatchNormal (None, 14, 14, 608)  2432        conv4_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_relu (Activatio (None, 14, 14, 608)  0           conv4_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_conv (Conv2D)   (None, 14, 14, 128)  77824       conv4_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_concat (Concatena (None, 14, 14, 640)  0           conv4_block11_concat[0][0]       \n",
      "                                                                 conv4_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_bn (BatchNormal (None, 14, 14, 640)  2560        conv4_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_relu (Activatio (None, 14, 14, 640)  0           conv4_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_conv (Conv2D)   (None, 14, 14, 128)  81920       conv4_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_concat (Concatena (None, 14, 14, 672)  0           conv4_block12_concat[0][0]       \n",
      "                                                                 conv4_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_bn (BatchNormal (None, 14, 14, 672)  2688        conv4_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_relu (Activatio (None, 14, 14, 672)  0           conv4_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_conv (Conv2D)   (None, 14, 14, 128)  86016       conv4_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_concat (Concatena (None, 14, 14, 704)  0           conv4_block13_concat[0][0]       \n",
      "                                                                 conv4_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_bn (BatchNormal (None, 14, 14, 704)  2816        conv4_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_relu (Activatio (None, 14, 14, 704)  0           conv4_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_conv (Conv2D)   (None, 14, 14, 128)  90112       conv4_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_concat (Concatena (None, 14, 14, 736)  0           conv4_block14_concat[0][0]       \n",
      "                                                                 conv4_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_bn (BatchNormal (None, 14, 14, 736)  2944        conv4_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_relu (Activatio (None, 14, 14, 736)  0           conv4_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_conv (Conv2D)   (None, 14, 14, 128)  94208       conv4_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_concat (Concatena (None, 14, 14, 768)  0           conv4_block15_concat[0][0]       \n",
      "                                                                 conv4_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_bn (BatchNormal (None, 14, 14, 768)  3072        conv4_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_relu (Activatio (None, 14, 14, 768)  0           conv4_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_conv (Conv2D)   (None, 14, 14, 128)  98304       conv4_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_concat (Concatena (None, 14, 14, 800)  0           conv4_block16_concat[0][0]       \n",
      "                                                                 conv4_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_bn (BatchNormal (None, 14, 14, 800)  3200        conv4_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_relu (Activatio (None, 14, 14, 800)  0           conv4_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_conv (Conv2D)   (None, 14, 14, 128)  102400      conv4_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_concat (Concatena (None, 14, 14, 832)  0           conv4_block17_concat[0][0]       \n",
      "                                                                 conv4_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_bn (BatchNormal (None, 14, 14, 832)  3328        conv4_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_relu (Activatio (None, 14, 14, 832)  0           conv4_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_conv (Conv2D)   (None, 14, 14, 128)  106496      conv4_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_concat (Concatena (None, 14, 14, 864)  0           conv4_block18_concat[0][0]       \n",
      "                                                                 conv4_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_bn (BatchNormal (None, 14, 14, 864)  3456        conv4_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_relu (Activatio (None, 14, 14, 864)  0           conv4_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_conv (Conv2D)   (None, 14, 14, 128)  110592      conv4_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_concat (Concatena (None, 14, 14, 896)  0           conv4_block19_concat[0][0]       \n",
      "                                                                 conv4_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_bn (BatchNormal (None, 14, 14, 896)  3584        conv4_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_relu (Activatio (None, 14, 14, 896)  0           conv4_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_conv (Conv2D)   (None, 14, 14, 128)  114688      conv4_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_concat (Concatena (None, 14, 14, 928)  0           conv4_block20_concat[0][0]       \n",
      "                                                                 conv4_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_bn (BatchNormal (None, 14, 14, 928)  3712        conv4_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_relu (Activatio (None, 14, 14, 928)  0           conv4_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_conv (Conv2D)   (None, 14, 14, 128)  118784      conv4_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_concat (Concatena (None, 14, 14, 960)  0           conv4_block21_concat[0][0]       \n",
      "                                                                 conv4_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_bn (BatchNormal (None, 14, 14, 960)  3840        conv4_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_relu (Activatio (None, 14, 14, 960)  0           conv4_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_conv (Conv2D)   (None, 14, 14, 128)  122880      conv4_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_concat (Concatena (None, 14, 14, 992)  0           conv4_block22_concat[0][0]       \n",
      "                                                                 conv4_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_bn (BatchNormal (None, 14, 14, 992)  3968        conv4_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_relu (Activatio (None, 14, 14, 992)  0           conv4_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_conv (Conv2D)   (None, 14, 14, 128)  126976      conv4_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_concat (Concatena (None, 14, 14, 1024) 0           conv4_block23_concat[0][0]       \n",
      "                                                                 conv4_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_bn (BatchNormal (None, 14, 14, 1024) 4096        conv4_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_relu (Activatio (None, 14, 14, 1024) 0           conv4_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_conv (Conv2D)   (None, 14, 14, 128)  131072      conv4_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_concat (Concatena (None, 14, 14, 1056) 0           conv4_block24_concat[0][0]       \n",
      "                                                                 conv4_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_bn (BatchNormal (None, 14, 14, 1056) 4224        conv4_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_relu (Activatio (None, 14, 14, 1056) 0           conv4_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_conv (Conv2D)   (None, 14, 14, 128)  135168      conv4_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_concat (Concatena (None, 14, 14, 1088) 0           conv4_block25_concat[0][0]       \n",
      "                                                                 conv4_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_bn (BatchNormal (None, 14, 14, 1088) 4352        conv4_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_relu (Activatio (None, 14, 14, 1088) 0           conv4_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_conv (Conv2D)   (None, 14, 14, 128)  139264      conv4_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_concat (Concatena (None, 14, 14, 1120) 0           conv4_block26_concat[0][0]       \n",
      "                                                                 conv4_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_bn (BatchNormal (None, 14, 14, 1120) 4480        conv4_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_relu (Activatio (None, 14, 14, 1120) 0           conv4_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_conv (Conv2D)   (None, 14, 14, 128)  143360      conv4_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_concat (Concatena (None, 14, 14, 1152) 0           conv4_block27_concat[0][0]       \n",
      "                                                                 conv4_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_bn (BatchNormal (None, 14, 14, 1152) 4608        conv4_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_relu (Activatio (None, 14, 14, 1152) 0           conv4_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_conv (Conv2D)   (None, 14, 14, 128)  147456      conv4_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_concat (Concatena (None, 14, 14, 1184) 0           conv4_block28_concat[0][0]       \n",
      "                                                                 conv4_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_bn (BatchNormal (None, 14, 14, 1184) 4736        conv4_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_relu (Activatio (None, 14, 14, 1184) 0           conv4_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_conv (Conv2D)   (None, 14, 14, 128)  151552      conv4_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_concat (Concatena (None, 14, 14, 1216) 0           conv4_block29_concat[0][0]       \n",
      "                                                                 conv4_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_bn (BatchNormal (None, 14, 14, 1216) 4864        conv4_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_relu (Activatio (None, 14, 14, 1216) 0           conv4_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_conv (Conv2D)   (None, 14, 14, 128)  155648      conv4_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_concat (Concatena (None, 14, 14, 1248) 0           conv4_block30_concat[0][0]       \n",
      "                                                                 conv4_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_bn (BatchNormal (None, 14, 14, 1248) 4992        conv4_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_relu (Activatio (None, 14, 14, 1248) 0           conv4_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_conv (Conv2D)   (None, 14, 14, 128)  159744      conv4_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_concat (Concatena (None, 14, 14, 1280) 0           conv4_block31_concat[0][0]       \n",
      "                                                                 conv4_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_bn (BatchNormal (None, 14, 14, 1280) 5120        conv4_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_relu (Activatio (None, 14, 14, 1280) 0           conv4_block33_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_conv (Conv2D)   (None, 14, 14, 128)  163840      conv4_block33_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block33_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block33_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block33_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_concat (Concatena (None, 14, 14, 1312) 0           conv4_block32_concat[0][0]       \n",
      "                                                                 conv4_block33_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_bn (BatchNormal (None, 14, 14, 1312) 5248        conv4_block33_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_relu (Activatio (None, 14, 14, 1312) 0           conv4_block34_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_conv (Conv2D)   (None, 14, 14, 128)  167936      conv4_block34_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block34_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block34_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block34_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_concat (Concatena (None, 14, 14, 1344) 0           conv4_block33_concat[0][0]       \n",
      "                                                                 conv4_block34_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_bn (BatchNormal (None, 14, 14, 1344) 5376        conv4_block34_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_relu (Activatio (None, 14, 14, 1344) 0           conv4_block35_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_conv (Conv2D)   (None, 14, 14, 128)  172032      conv4_block35_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block35_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block35_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block35_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_concat (Concatena (None, 14, 14, 1376) 0           conv4_block34_concat[0][0]       \n",
      "                                                                 conv4_block35_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_bn (BatchNormal (None, 14, 14, 1376) 5504        conv4_block35_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_relu (Activatio (None, 14, 14, 1376) 0           conv4_block36_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_conv (Conv2D)   (None, 14, 14, 128)  176128      conv4_block36_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block36_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block36_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block36_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_concat (Concatena (None, 14, 14, 1408) 0           conv4_block35_concat[0][0]       \n",
      "                                                                 conv4_block36_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_bn (BatchNormal (None, 14, 14, 1408) 5632        conv4_block36_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_relu (Activatio (None, 14, 14, 1408) 0           conv4_block37_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_conv (Conv2D)   (None, 14, 14, 128)  180224      conv4_block37_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block37_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block37_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block37_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_concat (Concatena (None, 14, 14, 1440) 0           conv4_block36_concat[0][0]       \n",
      "                                                                 conv4_block37_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_bn (BatchNormal (None, 14, 14, 1440) 5760        conv4_block37_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_relu (Activatio (None, 14, 14, 1440) 0           conv4_block38_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_conv (Conv2D)   (None, 14, 14, 128)  184320      conv4_block38_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block38_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block38_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block38_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_concat (Concatena (None, 14, 14, 1472) 0           conv4_block37_concat[0][0]       \n",
      "                                                                 conv4_block38_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_bn (BatchNormal (None, 14, 14, 1472) 5888        conv4_block38_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_relu (Activatio (None, 14, 14, 1472) 0           conv4_block39_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_conv (Conv2D)   (None, 14, 14, 128)  188416      conv4_block39_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block39_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block39_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block39_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_concat (Concatena (None, 14, 14, 1504) 0           conv4_block38_concat[0][0]       \n",
      "                                                                 conv4_block39_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_bn (BatchNormal (None, 14, 14, 1504) 6016        conv4_block39_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_relu (Activatio (None, 14, 14, 1504) 0           conv4_block40_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_conv (Conv2D)   (None, 14, 14, 128)  192512      conv4_block40_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block40_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block40_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block40_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_concat (Concatena (None, 14, 14, 1536) 0           conv4_block39_concat[0][0]       \n",
      "                                                                 conv4_block40_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_bn (BatchNormal (None, 14, 14, 1536) 6144        conv4_block40_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_relu (Activatio (None, 14, 14, 1536) 0           conv4_block41_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_conv (Conv2D)   (None, 14, 14, 128)  196608      conv4_block41_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block41_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block41_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block41_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_concat (Concatena (None, 14, 14, 1568) 0           conv4_block40_concat[0][0]       \n",
      "                                                                 conv4_block41_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_bn (BatchNormal (None, 14, 14, 1568) 6272        conv4_block41_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_relu (Activatio (None, 14, 14, 1568) 0           conv4_block42_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_conv (Conv2D)   (None, 14, 14, 128)  200704      conv4_block42_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block42_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block42_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block42_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_concat (Concatena (None, 14, 14, 1600) 0           conv4_block41_concat[0][0]       \n",
      "                                                                 conv4_block42_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_bn (BatchNormal (None, 14, 14, 1600) 6400        conv4_block42_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_relu (Activatio (None, 14, 14, 1600) 0           conv4_block43_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_conv (Conv2D)   (None, 14, 14, 128)  204800      conv4_block43_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block43_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block43_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block43_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_concat (Concatena (None, 14, 14, 1632) 0           conv4_block42_concat[0][0]       \n",
      "                                                                 conv4_block43_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_bn (BatchNormal (None, 14, 14, 1632) 6528        conv4_block43_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_relu (Activatio (None, 14, 14, 1632) 0           conv4_block44_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_conv (Conv2D)   (None, 14, 14, 128)  208896      conv4_block44_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block44_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block44_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block44_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_concat (Concatena (None, 14, 14, 1664) 0           conv4_block43_concat[0][0]       \n",
      "                                                                 conv4_block44_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_bn (BatchNormal (None, 14, 14, 1664) 6656        conv4_block44_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_relu (Activatio (None, 14, 14, 1664) 0           conv4_block45_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_conv (Conv2D)   (None, 14, 14, 128)  212992      conv4_block45_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block45_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block45_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block45_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_concat (Concatena (None, 14, 14, 1696) 0           conv4_block44_concat[0][0]       \n",
      "                                                                 conv4_block45_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_bn (BatchNormal (None, 14, 14, 1696) 6784        conv4_block45_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_relu (Activatio (None, 14, 14, 1696) 0           conv4_block46_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_conv (Conv2D)   (None, 14, 14, 128)  217088      conv4_block46_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block46_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block46_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block46_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_concat (Concatena (None, 14, 14, 1728) 0           conv4_block45_concat[0][0]       \n",
      "                                                                 conv4_block46_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_bn (BatchNormal (None, 14, 14, 1728) 6912        conv4_block46_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_relu (Activatio (None, 14, 14, 1728) 0           conv4_block47_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_conv (Conv2D)   (None, 14, 14, 128)  221184      conv4_block47_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block47_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block47_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block47_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_concat (Concatena (None, 14, 14, 1760) 0           conv4_block46_concat[0][0]       \n",
      "                                                                 conv4_block47_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_bn (BatchNormal (None, 14, 14, 1760) 7040        conv4_block47_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_relu (Activatio (None, 14, 14, 1760) 0           conv4_block48_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_conv (Conv2D)   (None, 14, 14, 128)  225280      conv4_block48_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block48_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block48_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block48_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_concat (Concatena (None, 14, 14, 1792) 0           conv4_block47_concat[0][0]       \n",
      "                                                                 conv4_block48_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_bn (BatchNormalization)   (None, 14, 14, 1792) 7168        conv4_block48_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_relu (Activation)         (None, 14, 14, 1792) 0           pool4_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool4_conv (Conv2D)             (None, 14, 14, 896)  1605632     pool4_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool4_pool (AveragePooling2D)   (None, 7, 7, 896)    0           pool4_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_bn (BatchNormali (None, 7, 7, 896)    3584        pool4_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_relu (Activation (None, 7, 7, 896)    0           conv5_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_conv (Conv2D)    (None, 7, 7, 128)    114688      conv5_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_relu (Activation (None, 7, 7, 128)    0           conv5_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_concat (Concatenat (None, 7, 7, 928)    0           pool4_pool[0][0]                 \n",
      "                                                                 conv5_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_bn (BatchNormali (None, 7, 7, 928)    3712        conv5_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_relu (Activation (None, 7, 7, 928)    0           conv5_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_conv (Conv2D)    (None, 7, 7, 128)    118784      conv5_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_relu (Activation (None, 7, 7, 128)    0           conv5_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_concat (Concatenat (None, 7, 7, 960)    0           conv5_block1_concat[0][0]        \n",
      "                                                                 conv5_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_bn (BatchNormali (None, 7, 7, 960)    3840        conv5_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_relu (Activation (None, 7, 7, 960)    0           conv5_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_conv (Conv2D)    (None, 7, 7, 128)    122880      conv5_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_relu (Activation (None, 7, 7, 128)    0           conv5_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_concat (Concatenat (None, 7, 7, 992)    0           conv5_block2_concat[0][0]        \n",
      "                                                                 conv5_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_bn (BatchNormali (None, 7, 7, 992)    3968        conv5_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_relu (Activation (None, 7, 7, 992)    0           conv5_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_conv (Conv2D)    (None, 7, 7, 128)    126976      conv5_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_relu (Activation (None, 7, 7, 128)    0           conv5_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_concat (Concatenat (None, 7, 7, 1024)   0           conv5_block3_concat[0][0]        \n",
      "                                                                 conv5_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_bn (BatchNormali (None, 7, 7, 1024)   4096        conv5_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_relu (Activation (None, 7, 7, 1024)   0           conv5_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_conv (Conv2D)    (None, 7, 7, 128)    131072      conv5_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_relu (Activation (None, 7, 7, 128)    0           conv5_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_concat (Concatenat (None, 7, 7, 1056)   0           conv5_block4_concat[0][0]        \n",
      "                                                                 conv5_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_bn (BatchNormali (None, 7, 7, 1056)   4224        conv5_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_relu (Activation (None, 7, 7, 1056)   0           conv5_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_conv (Conv2D)    (None, 7, 7, 128)    135168      conv5_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_relu (Activation (None, 7, 7, 128)    0           conv5_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_concat (Concatenat (None, 7, 7, 1088)   0           conv5_block5_concat[0][0]        \n",
      "                                                                 conv5_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_bn (BatchNormali (None, 7, 7, 1088)   4352        conv5_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_relu (Activation (None, 7, 7, 1088)   0           conv5_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_conv (Conv2D)    (None, 7, 7, 128)    139264      conv5_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_relu (Activation (None, 7, 7, 128)    0           conv5_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_concat (Concatenat (None, 7, 7, 1120)   0           conv5_block6_concat[0][0]        \n",
      "                                                                 conv5_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_bn (BatchNormali (None, 7, 7, 1120)   4480        conv5_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_relu (Activation (None, 7, 7, 1120)   0           conv5_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_conv (Conv2D)    (None, 7, 7, 128)    143360      conv5_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_relu (Activation (None, 7, 7, 128)    0           conv5_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_concat (Concatenat (None, 7, 7, 1152)   0           conv5_block7_concat[0][0]        \n",
      "                                                                 conv5_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_bn (BatchNormali (None, 7, 7, 1152)   4608        conv5_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_relu (Activation (None, 7, 7, 1152)   0           conv5_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_conv (Conv2D)    (None, 7, 7, 128)    147456      conv5_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_relu (Activation (None, 7, 7, 128)    0           conv5_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_concat (Concatenat (None, 7, 7, 1184)   0           conv5_block8_concat[0][0]        \n",
      "                                                                 conv5_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_bn (BatchNormal (None, 7, 7, 1184)   4736        conv5_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_relu (Activatio (None, 7, 7, 1184)   0           conv5_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_conv (Conv2D)   (None, 7, 7, 128)    151552      conv5_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_concat (Concatena (None, 7, 7, 1216)   0           conv5_block9_concat[0][0]        \n",
      "                                                                 conv5_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_bn (BatchNormal (None, 7, 7, 1216)   4864        conv5_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_relu (Activatio (None, 7, 7, 1216)   0           conv5_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_conv (Conv2D)   (None, 7, 7, 128)    155648      conv5_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_concat (Concatena (None, 7, 7, 1248)   0           conv5_block10_concat[0][0]       \n",
      "                                                                 conv5_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_bn (BatchNormal (None, 7, 7, 1248)   4992        conv5_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_relu (Activatio (None, 7, 7, 1248)   0           conv5_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_conv (Conv2D)   (None, 7, 7, 128)    159744      conv5_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_concat (Concatena (None, 7, 7, 1280)   0           conv5_block11_concat[0][0]       \n",
      "                                                                 conv5_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_bn (BatchNormal (None, 7, 7, 1280)   5120        conv5_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_relu (Activatio (None, 7, 7, 1280)   0           conv5_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_conv (Conv2D)   (None, 7, 7, 128)    163840      conv5_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_concat (Concatena (None, 7, 7, 1312)   0           conv5_block12_concat[0][0]       \n",
      "                                                                 conv5_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_bn (BatchNormal (None, 7, 7, 1312)   5248        conv5_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_relu (Activatio (None, 7, 7, 1312)   0           conv5_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_conv (Conv2D)   (None, 7, 7, 128)    167936      conv5_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_concat (Concatena (None, 7, 7, 1344)   0           conv5_block13_concat[0][0]       \n",
      "                                                                 conv5_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_bn (BatchNormal (None, 7, 7, 1344)   5376        conv5_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_relu (Activatio (None, 7, 7, 1344)   0           conv5_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_conv (Conv2D)   (None, 7, 7, 128)    172032      conv5_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_concat (Concatena (None, 7, 7, 1376)   0           conv5_block14_concat[0][0]       \n",
      "                                                                 conv5_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_bn (BatchNormal (None, 7, 7, 1376)   5504        conv5_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_relu (Activatio (None, 7, 7, 1376)   0           conv5_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_conv (Conv2D)   (None, 7, 7, 128)    176128      conv5_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_concat (Concatena (None, 7, 7, 1408)   0           conv5_block15_concat[0][0]       \n",
      "                                                                 conv5_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_bn (BatchNormal (None, 7, 7, 1408)   5632        conv5_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_relu (Activatio (None, 7, 7, 1408)   0           conv5_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_conv (Conv2D)   (None, 7, 7, 128)    180224      conv5_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_concat (Concatena (None, 7, 7, 1440)   0           conv5_block16_concat[0][0]       \n",
      "                                                                 conv5_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_bn (BatchNormal (None, 7, 7, 1440)   5760        conv5_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_relu (Activatio (None, 7, 7, 1440)   0           conv5_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_conv (Conv2D)   (None, 7, 7, 128)    184320      conv5_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_concat (Concatena (None, 7, 7, 1472)   0           conv5_block17_concat[0][0]       \n",
      "                                                                 conv5_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_bn (BatchNormal (None, 7, 7, 1472)   5888        conv5_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_relu (Activatio (None, 7, 7, 1472)   0           conv5_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_conv (Conv2D)   (None, 7, 7, 128)    188416      conv5_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_concat (Concatena (None, 7, 7, 1504)   0           conv5_block18_concat[0][0]       \n",
      "                                                                 conv5_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_bn (BatchNormal (None, 7, 7, 1504)   6016        conv5_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_relu (Activatio (None, 7, 7, 1504)   0           conv5_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_conv (Conv2D)   (None, 7, 7, 128)    192512      conv5_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_concat (Concatena (None, 7, 7, 1536)   0           conv5_block19_concat[0][0]       \n",
      "                                                                 conv5_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_bn (BatchNormal (None, 7, 7, 1536)   6144        conv5_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_relu (Activatio (None, 7, 7, 1536)   0           conv5_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_conv (Conv2D)   (None, 7, 7, 128)    196608      conv5_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_concat (Concatena (None, 7, 7, 1568)   0           conv5_block20_concat[0][0]       \n",
      "                                                                 conv5_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_bn (BatchNormal (None, 7, 7, 1568)   6272        conv5_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_relu (Activatio (None, 7, 7, 1568)   0           conv5_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_conv (Conv2D)   (None, 7, 7, 128)    200704      conv5_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_concat (Concatena (None, 7, 7, 1600)   0           conv5_block21_concat[0][0]       \n",
      "                                                                 conv5_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_bn (BatchNormal (None, 7, 7, 1600)   6400        conv5_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_relu (Activatio (None, 7, 7, 1600)   0           conv5_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_conv (Conv2D)   (None, 7, 7, 128)    204800      conv5_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_concat (Concatena (None, 7, 7, 1632)   0           conv5_block22_concat[0][0]       \n",
      "                                                                 conv5_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_bn (BatchNormal (None, 7, 7, 1632)   6528        conv5_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_relu (Activatio (None, 7, 7, 1632)   0           conv5_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_conv (Conv2D)   (None, 7, 7, 128)    208896      conv5_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_concat (Concatena (None, 7, 7, 1664)   0           conv5_block23_concat[0][0]       \n",
      "                                                                 conv5_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_bn (BatchNormal (None, 7, 7, 1664)   6656        conv5_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_relu (Activatio (None, 7, 7, 1664)   0           conv5_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_conv (Conv2D)   (None, 7, 7, 128)    212992      conv5_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_concat (Concatena (None, 7, 7, 1696)   0           conv5_block24_concat[0][0]       \n",
      "                                                                 conv5_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_bn (BatchNormal (None, 7, 7, 1696)   6784        conv5_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_relu (Activatio (None, 7, 7, 1696)   0           conv5_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_conv (Conv2D)   (None, 7, 7, 128)    217088      conv5_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_concat (Concatena (None, 7, 7, 1728)   0           conv5_block25_concat[0][0]       \n",
      "                                                                 conv5_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_bn (BatchNormal (None, 7, 7, 1728)   6912        conv5_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_relu (Activatio (None, 7, 7, 1728)   0           conv5_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_conv (Conv2D)   (None, 7, 7, 128)    221184      conv5_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_concat (Concatena (None, 7, 7, 1760)   0           conv5_block26_concat[0][0]       \n",
      "                                                                 conv5_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_bn (BatchNormal (None, 7, 7, 1760)   7040        conv5_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_relu (Activatio (None, 7, 7, 1760)   0           conv5_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_conv (Conv2D)   (None, 7, 7, 128)    225280      conv5_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_concat (Concatena (None, 7, 7, 1792)   0           conv5_block27_concat[0][0]       \n",
      "                                                                 conv5_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_bn (BatchNormal (None, 7, 7, 1792)   7168        conv5_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_relu (Activatio (None, 7, 7, 1792)   0           conv5_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_conv (Conv2D)   (None, 7, 7, 128)    229376      conv5_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_concat (Concatena (None, 7, 7, 1824)   0           conv5_block28_concat[0][0]       \n",
      "                                                                 conv5_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_bn (BatchNormal (None, 7, 7, 1824)   7296        conv5_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_relu (Activatio (None, 7, 7, 1824)   0           conv5_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_conv (Conv2D)   (None, 7, 7, 128)    233472      conv5_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_concat (Concatena (None, 7, 7, 1856)   0           conv5_block29_concat[0][0]       \n",
      "                                                                 conv5_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_bn (BatchNormal (None, 7, 7, 1856)   7424        conv5_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_relu (Activatio (None, 7, 7, 1856)   0           conv5_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_conv (Conv2D)   (None, 7, 7, 128)    237568      conv5_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_concat (Concatena (None, 7, 7, 1888)   0           conv5_block30_concat[0][0]       \n",
      "                                                                 conv5_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_bn (BatchNormal (None, 7, 7, 1888)   7552        conv5_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_relu (Activatio (None, 7, 7, 1888)   0           conv5_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_conv (Conv2D)   (None, 7, 7, 128)    241664      conv5_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_concat (Concatena (None, 7, 7, 1920)   0           conv5_block31_concat[0][0]       \n",
      "                                                                 conv5_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "bn (BatchNormalization)         (None, 7, 7, 1920)   7680        conv5_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "relu (Activation)               (None, 7, 7, 1920)   0           bn[0][0]                         \n",
      "__________________________________________________________________________________________________\n",
      "avg_pool (GlobalAveragePooling2 (None, 1920)         0           relu[0][0]                       \n",
      "__________________________________________________________________________________________________\n",
      "predictions (Dense)             (None, 1000)         1921000     avg_pool[0][0]                   \n",
      "==================================================================================================\n",
      "Total params: 20,242,984\n",
      "Trainable params: 20,013,928\n",
      "Non-trainable params: 229,056\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "base_model = DenseNet201(weights='imagenet', include_top=True, input_shape=(224,224,3), pooling=None)\n",
    "base_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Layer input_5 frozen.\n",
      "Layer zero_padding2d_4 frozen.\n",
      "Layer conv1/conv frozen.\n",
      "Layer conv1/bn frozen.\n",
      "Layer conv1/relu frozen.\n",
      "Layer zero_padding2d_5 frozen.\n",
      "Layer pool1 frozen.\n",
      "Layer conv2_block1_0_bn frozen.\n",
      "Layer conv2_block1_0_relu frozen.\n",
      "Layer conv2_block1_1_conv frozen.\n",
      "Layer conv2_block1_1_bn frozen.\n",
      "Layer conv2_block1_1_relu frozen.\n",
      "Layer conv2_block1_2_conv frozen.\n",
      "Layer conv2_block1_concat frozen.\n",
      "Layer conv2_block2_0_bn frozen.\n",
      "Layer conv2_block2_0_relu frozen.\n",
      "Layer conv2_block2_1_conv frozen.\n",
      "Layer conv2_block2_1_bn frozen.\n",
      "Layer conv2_block2_1_relu frozen.\n",
      "Layer conv2_block2_2_conv frozen.\n",
      "Layer conv2_block2_concat frozen.\n",
      "Layer conv2_block3_0_bn frozen.\n",
      "Layer conv2_block3_0_relu frozen.\n",
      "Layer conv2_block3_1_conv frozen.\n",
      "Layer conv2_block3_1_bn frozen.\n",
      "Layer conv2_block3_1_relu frozen.\n",
      "Layer conv2_block3_2_conv frozen.\n",
      "Layer conv2_block3_concat frozen.\n",
      "Layer conv2_block4_0_bn frozen.\n",
      "Layer conv2_block4_0_relu frozen.\n",
      "Layer conv2_block4_1_conv frozen.\n",
      "Layer conv2_block4_1_bn frozen.\n",
      "Layer conv2_block4_1_relu frozen.\n",
      "Layer conv2_block4_2_conv frozen.\n",
      "Layer conv2_block4_concat frozen.\n",
      "Layer conv2_block5_0_bn frozen.\n",
      "Layer conv2_block5_0_relu frozen.\n",
      "Layer conv2_block5_1_conv frozen.\n",
      "Layer conv2_block5_1_bn frozen.\n",
      "Layer conv2_block5_1_relu frozen.\n",
      "Layer conv2_block5_2_conv frozen.\n",
      "Layer conv2_block5_concat frozen.\n",
      "Layer conv2_block6_0_bn frozen.\n",
      "Layer conv2_block6_0_relu frozen.\n",
      "Layer conv2_block6_1_conv frozen.\n",
      "Layer conv2_block6_1_bn frozen.\n",
      "Layer conv2_block6_1_relu frozen.\n",
      "Layer conv2_block6_2_conv frozen.\n",
      "Layer conv2_block6_concat frozen.\n",
      "Layer pool2_bn frozen.\n",
      "Layer pool2_relu frozen.\n",
      "Layer pool2_conv frozen.\n",
      "Layer pool2_pool frozen.\n",
      "Layer conv3_block1_0_bn frozen.\n",
      "Layer conv3_block1_0_relu frozen.\n",
      "Layer conv3_block1_1_conv frozen.\n",
      "Layer conv3_block1_1_bn frozen.\n",
      "Layer conv3_block1_1_relu frozen.\n",
      "Layer conv3_block1_2_conv frozen.\n",
      "Layer conv3_block1_concat frozen.\n",
      "Layer conv3_block2_0_bn frozen.\n",
      "Layer conv3_block2_0_relu frozen.\n",
      "Layer conv3_block2_1_conv frozen.\n",
      "Layer conv3_block2_1_bn frozen.\n",
      "Layer conv3_block2_1_relu frozen.\n",
      "Layer conv3_block2_2_conv frozen.\n",
      "Layer conv3_block2_concat frozen.\n",
      "Layer conv3_block3_0_bn frozen.\n",
      "Layer conv3_block3_0_relu frozen.\n",
      "Layer conv3_block3_1_conv frozen.\n",
      "Layer conv3_block3_1_bn frozen.\n",
      "Layer conv3_block3_1_relu frozen.\n",
      "Layer conv3_block3_2_conv frozen.\n",
      "Layer conv3_block3_concat frozen.\n",
      "Layer conv3_block4_0_bn frozen.\n",
      "Layer conv3_block4_0_relu frozen.\n",
      "Layer conv3_block4_1_conv frozen.\n",
      "Layer conv3_block4_1_bn frozen.\n",
      "Layer conv3_block4_1_relu frozen.\n",
      "Layer conv3_block4_2_conv frozen.\n",
      "Layer conv3_block4_concat frozen.\n",
      "Layer conv3_block5_0_bn frozen.\n",
      "Layer conv3_block5_0_relu frozen.\n",
      "Layer conv3_block5_1_conv frozen.\n",
      "Layer conv3_block5_1_bn frozen.\n",
      "Layer conv3_block5_1_relu frozen.\n",
      "Layer conv3_block5_2_conv frozen.\n",
      "Layer conv3_block5_concat frozen.\n",
      "Layer conv3_block6_0_bn frozen.\n",
      "Layer conv3_block6_0_relu frozen.\n",
      "Layer conv3_block6_1_conv frozen.\n",
      "Layer conv3_block6_1_bn frozen.\n",
      "Layer conv3_block6_1_relu frozen.\n",
      "Layer conv3_block6_2_conv frozen.\n",
      "Layer conv3_block6_concat frozen.\n",
      "Layer conv3_block7_0_bn frozen.\n",
      "Layer conv3_block7_0_relu frozen.\n",
      "Layer conv3_block7_1_conv frozen.\n",
      "Layer conv3_block7_1_bn frozen.\n",
      "Layer conv3_block7_1_relu frozen.\n",
      "Layer conv3_block7_2_conv frozen.\n",
      "Layer conv3_block7_concat frozen.\n",
      "Layer conv3_block8_0_bn frozen.\n",
      "Layer conv3_block8_0_relu frozen.\n",
      "Layer conv3_block8_1_conv frozen.\n",
      "Layer conv3_block8_1_bn frozen.\n",
      "Layer conv3_block8_1_relu frozen.\n",
      "Layer conv3_block8_2_conv frozen.\n",
      "Layer conv3_block8_concat frozen.\n",
      "Layer conv3_block9_0_bn frozen.\n",
      "Layer conv3_block9_0_relu frozen.\n",
      "Layer conv3_block9_1_conv frozen.\n",
      "Layer conv3_block9_1_bn frozen.\n",
      "Layer conv3_block9_1_relu frozen.\n",
      "Layer conv3_block9_2_conv frozen.\n",
      "Layer conv3_block9_concat frozen.\n",
      "Layer conv3_block10_0_bn frozen.\n",
      "Layer conv3_block10_0_relu frozen.\n",
      "Layer conv3_block10_1_conv frozen.\n",
      "Layer conv3_block10_1_bn frozen.\n",
      "Layer conv3_block10_1_relu frozen.\n",
      "Layer conv3_block10_2_conv frozen.\n",
      "Layer conv3_block10_concat frozen.\n",
      "Layer conv3_block11_0_bn frozen.\n",
      "Layer conv3_block11_0_relu frozen.\n",
      "Layer conv3_block11_1_conv frozen.\n",
      "Layer conv3_block11_1_bn frozen.\n",
      "Layer conv3_block11_1_relu frozen.\n",
      "Layer conv3_block11_2_conv frozen.\n",
      "Layer conv3_block11_concat frozen.\n",
      "Layer conv3_block12_0_bn frozen.\n",
      "Layer conv3_block12_0_relu frozen.\n",
      "Layer conv3_block12_1_conv frozen.\n",
      "Layer conv3_block12_1_bn frozen.\n",
      "Layer conv3_block12_1_relu frozen.\n",
      "Layer conv3_block12_2_conv frozen.\n",
      "Layer conv3_block12_concat frozen.\n",
      "Layer pool3_bn frozen.\n",
      "Layer pool3_relu frozen.\n",
      "Layer pool3_conv frozen.\n",
      "Layer pool3_pool frozen.\n",
      "Layer conv4_block1_0_bn frozen.\n",
      "Layer conv4_block1_0_relu frozen.\n",
      "Layer conv4_block1_1_conv frozen.\n",
      "Layer conv4_block1_1_bn frozen.\n",
      "Layer conv4_block1_1_relu frozen.\n",
      "Layer conv4_block1_2_conv frozen.\n",
      "Layer conv4_block1_concat frozen.\n",
      "Layer conv4_block2_0_bn frozen.\n",
      "Layer conv4_block2_0_relu frozen.\n",
      "Layer conv4_block2_1_conv frozen.\n",
      "Layer conv4_block2_1_bn frozen.\n",
      "Layer conv4_block2_1_relu frozen.\n",
      "Layer conv4_block2_2_conv frozen.\n",
      "Layer conv4_block2_concat frozen.\n",
      "Layer conv4_block3_0_bn frozen.\n",
      "Layer conv4_block3_0_relu frozen.\n",
      "Layer conv4_block3_1_conv frozen.\n",
      "Layer conv4_block3_1_bn frozen.\n",
      "Layer conv4_block3_1_relu frozen.\n",
      "Layer conv4_block3_2_conv frozen.\n",
      "Layer conv4_block3_concat frozen.\n",
      "Layer conv4_block4_0_bn frozen.\n",
      "Layer conv4_block4_0_relu frozen.\n",
      "Layer conv4_block4_1_conv frozen.\n",
      "Layer conv4_block4_1_bn frozen.\n",
      "Layer conv4_block4_1_relu frozen.\n",
      "Layer conv4_block4_2_conv frozen.\n",
      "Layer conv4_block4_concat frozen.\n",
      "Layer conv4_block5_0_bn frozen.\n",
      "Layer conv4_block5_0_relu frozen.\n",
      "Layer conv4_block5_1_conv frozen.\n",
      "Layer conv4_block5_1_bn frozen.\n",
      "Layer conv4_block5_1_relu frozen.\n",
      "Layer conv4_block5_2_conv frozen.\n",
      "Layer conv4_block5_concat frozen.\n",
      "Layer conv4_block6_0_bn frozen.\n",
      "Layer conv4_block6_0_relu frozen.\n",
      "Layer conv4_block6_1_conv frozen.\n",
      "Layer conv4_block6_1_bn frozen.\n",
      "Layer conv4_block6_1_relu frozen.\n",
      "Layer conv4_block6_2_conv frozen.\n",
      "Layer conv4_block6_concat frozen.\n",
      "Layer conv4_block7_0_bn frozen.\n",
      "Layer conv4_block7_0_relu frozen.\n",
      "Layer conv4_block7_1_conv frozen.\n",
      "Layer conv4_block7_1_bn frozen.\n",
      "Layer conv4_block7_1_relu frozen.\n",
      "Layer conv4_block7_2_conv frozen.\n",
      "Layer conv4_block7_concat frozen.\n",
      "Layer conv4_block8_0_bn frozen.\n",
      "Layer conv4_block8_0_relu frozen.\n",
      "Layer conv4_block8_1_conv frozen.\n",
      "Layer conv4_block8_1_bn frozen.\n",
      "Layer conv4_block8_1_relu frozen.\n",
      "Layer conv4_block8_2_conv frozen.\n",
      "Layer conv4_block8_concat frozen.\n",
      "Layer conv4_block9_0_bn frozen.\n",
      "Layer conv4_block9_0_relu frozen.\n",
      "Layer conv4_block9_1_conv frozen.\n",
      "Layer conv4_block9_1_bn frozen.\n",
      "Layer conv4_block9_1_relu frozen.\n",
      "Layer conv4_block9_2_conv frozen.\n",
      "Layer conv4_block9_concat frozen.\n",
      "Layer conv4_block10_0_bn frozen.\n",
      "Layer conv4_block10_0_relu frozen.\n",
      "Layer conv4_block10_1_conv frozen.\n",
      "Layer conv4_block10_1_bn frozen.\n",
      "Layer conv4_block10_1_relu frozen.\n",
      "Layer conv4_block10_2_conv frozen.\n",
      "Layer conv4_block10_concat frozen.\n",
      "Layer conv4_block11_0_bn frozen.\n",
      "Layer conv4_block11_0_relu frozen.\n",
      "Layer conv4_block11_1_conv frozen.\n",
      "Layer conv4_block11_1_bn frozen.\n",
      "Layer conv4_block11_1_relu frozen.\n",
      "Layer conv4_block11_2_conv frozen.\n",
      "Layer conv4_block11_concat frozen.\n",
      "Layer conv4_block12_0_bn frozen.\n",
      "Layer conv4_block12_0_relu frozen.\n",
      "Layer conv4_block12_1_conv frozen.\n",
      "Layer conv4_block12_1_bn frozen.\n",
      "Layer conv4_block12_1_relu frozen.\n",
      "Layer conv4_block12_2_conv frozen.\n",
      "Layer conv4_block12_concat frozen.\n",
      "Layer conv4_block13_0_bn frozen.\n",
      "Layer conv4_block13_0_relu frozen.\n",
      "Layer conv4_block13_1_conv frozen.\n",
      "Layer conv4_block13_1_bn frozen.\n",
      "Layer conv4_block13_1_relu frozen.\n",
      "Layer conv4_block13_2_conv frozen.\n",
      "Layer conv4_block13_concat frozen.\n",
      "Layer conv4_block14_0_bn frozen.\n",
      "Layer conv4_block14_0_relu frozen.\n",
      "Layer conv4_block14_1_conv frozen.\n",
      "Layer conv4_block14_1_bn frozen.\n",
      "Layer conv4_block14_1_relu frozen.\n",
      "Layer conv4_block14_2_conv frozen.\n",
      "Layer conv4_block14_concat frozen.\n",
      "Layer conv4_block15_0_bn frozen.\n",
      "Layer conv4_block15_0_relu frozen.\n",
      "Layer conv4_block15_1_conv frozen.\n",
      "Layer conv4_block15_1_bn frozen.\n",
      "Layer conv4_block15_1_relu frozen.\n",
      "Layer conv4_block15_2_conv frozen.\n",
      "Layer conv4_block15_concat frozen.\n",
      "Layer conv4_block16_0_bn frozen.\n",
      "Layer conv4_block16_0_relu frozen.\n",
      "Layer conv4_block16_1_conv frozen.\n",
      "Layer conv4_block16_1_bn frozen.\n",
      "Layer conv4_block16_1_relu frozen.\n",
      "Layer conv4_block16_2_conv frozen.\n",
      "Layer conv4_block16_concat frozen.\n",
      "Layer conv4_block17_0_bn frozen.\n",
      "Layer conv4_block17_0_relu frozen.\n",
      "Layer conv4_block17_1_conv frozen.\n",
      "Layer conv4_block17_1_bn frozen.\n",
      "Layer conv4_block17_1_relu frozen.\n",
      "Layer conv4_block17_2_conv frozen.\n",
      "Layer conv4_block17_concat frozen.\n",
      "Layer conv4_block18_0_bn frozen.\n",
      "Layer conv4_block18_0_relu frozen.\n",
      "Layer conv4_block18_1_conv frozen.\n",
      "Layer conv4_block18_1_bn frozen.\n",
      "Layer conv4_block18_1_relu frozen.\n",
      "Layer conv4_block18_2_conv frozen.\n",
      "Layer conv4_block18_concat frozen.\n",
      "Layer conv4_block19_0_bn frozen.\n",
      "Layer conv4_block19_0_relu frozen.\n",
      "Layer conv4_block19_1_conv frozen.\n",
      "Layer conv4_block19_1_bn frozen.\n",
      "Layer conv4_block19_1_relu frozen.\n",
      "Layer conv4_block19_2_conv frozen.\n",
      "Layer conv4_block19_concat frozen.\n",
      "Layer conv4_block20_0_bn frozen.\n",
      "Layer conv4_block20_0_relu frozen.\n",
      "Layer conv4_block20_1_conv frozen.\n",
      "Layer conv4_block20_1_bn frozen.\n",
      "Layer conv4_block20_1_relu frozen.\n",
      "Layer conv4_block20_2_conv frozen.\n",
      "Layer conv4_block20_concat frozen.\n",
      "Layer conv4_block21_0_bn frozen.\n",
      "Layer conv4_block21_0_relu frozen.\n",
      "Layer conv4_block21_1_conv frozen.\n",
      "Layer conv4_block21_1_bn frozen.\n",
      "Layer conv4_block21_1_relu frozen.\n",
      "Layer conv4_block21_2_conv frozen.\n",
      "Layer conv4_block21_concat frozen.\n",
      "Layer conv4_block22_0_bn frozen.\n",
      "Layer conv4_block22_0_relu frozen.\n",
      "Layer conv4_block22_1_conv frozen.\n",
      "Layer conv4_block22_1_bn frozen.\n",
      "Layer conv4_block22_1_relu frozen.\n",
      "Layer conv4_block22_2_conv frozen.\n",
      "Layer conv4_block22_concat frozen.\n",
      "Layer conv4_block23_0_bn frozen.\n",
      "Layer conv4_block23_0_relu frozen.\n",
      "Layer conv4_block23_1_conv frozen.\n",
      "Layer conv4_block23_1_bn frozen.\n",
      "Layer conv4_block23_1_relu frozen.\n",
      "Layer conv4_block23_2_conv frozen.\n",
      "Layer conv4_block23_concat frozen.\n",
      "Layer conv4_block24_0_bn frozen.\n",
      "Layer conv4_block24_0_relu frozen.\n",
      "Layer conv4_block24_1_conv frozen.\n",
      "Layer conv4_block24_1_bn frozen.\n",
      "Layer conv4_block24_1_relu frozen.\n",
      "Layer conv4_block24_2_conv frozen.\n",
      "Layer conv4_block24_concat frozen.\n",
      "Layer conv4_block25_0_bn frozen.\n",
      "Layer conv4_block25_0_relu frozen.\n",
      "Layer conv4_block25_1_conv frozen.\n",
      "Layer conv4_block25_1_bn frozen.\n",
      "Layer conv4_block25_1_relu frozen.\n",
      "Layer conv4_block25_2_conv frozen.\n",
      "Layer conv4_block25_concat frozen.\n",
      "Layer conv4_block26_0_bn frozen.\n",
      "Layer conv4_block26_0_relu frozen.\n",
      "Layer conv4_block26_1_conv frozen.\n",
      "Layer conv4_block26_1_bn frozen.\n",
      "Layer conv4_block26_1_relu frozen.\n",
      "Layer conv4_block26_2_conv frozen.\n",
      "Layer conv4_block26_concat frozen.\n",
      "Layer conv4_block27_0_bn frozen.\n",
      "Layer conv4_block27_0_relu frozen.\n",
      "Layer conv4_block27_1_conv frozen.\n",
      "Layer conv4_block27_1_bn frozen.\n",
      "Layer conv4_block27_1_relu frozen.\n",
      "Layer conv4_block27_2_conv frozen.\n",
      "Layer conv4_block27_concat frozen.\n",
      "Layer conv4_block28_0_bn frozen.\n",
      "Layer conv4_block28_0_relu frozen.\n",
      "Layer conv4_block28_1_conv frozen.\n",
      "Layer conv4_block28_1_bn frozen.\n",
      "Layer conv4_block28_1_relu frozen.\n",
      "Layer conv4_block28_2_conv frozen.\n",
      "Layer conv4_block28_concat frozen.\n",
      "Layer conv4_block29_0_bn frozen.\n",
      "Layer conv4_block29_0_relu frozen.\n",
      "Layer conv4_block29_1_conv frozen.\n",
      "Layer conv4_block29_1_bn frozen.\n",
      "Layer conv4_block29_1_relu frozen.\n",
      "Layer conv4_block29_2_conv frozen.\n",
      "Layer conv4_block29_concat frozen.\n",
      "Layer conv4_block30_0_bn frozen.\n",
      "Layer conv4_block30_0_relu frozen.\n",
      "Layer conv4_block30_1_conv frozen.\n",
      "Layer conv4_block30_1_bn frozen.\n",
      "Layer conv4_block30_1_relu frozen.\n",
      "Layer conv4_block30_2_conv frozen.\n",
      "Layer conv4_block30_concat frozen.\n",
      "Layer conv4_block31_0_bn frozen.\n",
      "Layer conv4_block31_0_relu frozen.\n",
      "Layer conv4_block31_1_conv frozen.\n",
      "Layer conv4_block31_1_bn frozen.\n",
      "Layer conv4_block31_1_relu frozen.\n",
      "Layer conv4_block31_2_conv frozen.\n",
      "Layer conv4_block31_concat frozen.\n",
      "Layer conv4_block32_0_bn frozen.\n",
      "Layer conv4_block32_0_relu frozen.\n",
      "Layer conv4_block32_1_conv frozen.\n",
      "Layer conv4_block32_1_bn frozen.\n",
      "Layer conv4_block32_1_relu frozen.\n",
      "Layer conv4_block32_2_conv frozen.\n",
      "Layer conv4_block32_concat frozen.\n",
      "Layer conv4_block33_0_bn frozen.\n",
      "Layer conv4_block33_0_relu frozen.\n",
      "Layer conv4_block33_1_conv frozen.\n",
      "Layer conv4_block33_1_bn frozen.\n",
      "Layer conv4_block33_1_relu frozen.\n",
      "Layer conv4_block33_2_conv frozen.\n",
      "Layer conv4_block33_concat frozen.\n",
      "Layer conv4_block34_0_bn frozen.\n",
      "Layer conv4_block34_0_relu frozen.\n",
      "Layer conv4_block34_1_conv frozen.\n",
      "Layer conv4_block34_1_bn frozen.\n",
      "Layer conv4_block34_1_relu frozen.\n",
      "Layer conv4_block34_2_conv frozen.\n",
      "Layer conv4_block34_concat frozen.\n",
      "Layer conv4_block35_0_bn frozen.\n",
      "Layer conv4_block35_0_relu frozen.\n",
      "Layer conv4_block35_1_conv frozen.\n",
      "Layer conv4_block35_1_bn frozen.\n",
      "Layer conv4_block35_1_relu frozen.\n",
      "Layer conv4_block35_2_conv frozen.\n",
      "Layer conv4_block35_concat frozen.\n",
      "Layer conv4_block36_0_bn frozen.\n",
      "Layer conv4_block36_0_relu frozen.\n",
      "Layer conv4_block36_1_conv frozen.\n",
      "Layer conv4_block36_1_bn frozen.\n",
      "Layer conv4_block36_1_relu frozen.\n",
      "Layer conv4_block36_2_conv frozen.\n",
      "Layer conv4_block36_concat frozen.\n",
      "Layer conv4_block37_0_bn frozen.\n",
      "Layer conv4_block37_0_relu frozen.\n",
      "Layer conv4_block37_1_conv frozen.\n",
      "Layer conv4_block37_1_bn frozen.\n",
      "Layer conv4_block37_1_relu frozen.\n",
      "Layer conv4_block37_2_conv frozen.\n",
      "Layer conv4_block37_concat frozen.\n",
      "Layer conv4_block38_0_bn frozen.\n",
      "Layer conv4_block38_0_relu frozen.\n",
      "Layer conv4_block38_1_conv frozen.\n",
      "Layer conv4_block38_1_bn frozen.\n",
      "Layer conv4_block38_1_relu frozen.\n",
      "Layer conv4_block38_2_conv frozen.\n",
      "Layer conv4_block38_concat frozen.\n",
      "Layer conv4_block39_0_bn frozen.\n",
      "Layer conv4_block39_0_relu frozen.\n",
      "Layer conv4_block39_1_conv frozen.\n",
      "Layer conv4_block39_1_bn frozen.\n",
      "Layer conv4_block39_1_relu frozen.\n",
      "Layer conv4_block39_2_conv frozen.\n",
      "Layer conv4_block39_concat frozen.\n",
      "Layer conv4_block40_0_bn frozen.\n",
      "Layer conv4_block40_0_relu frozen.\n",
      "Layer conv4_block40_1_conv frozen.\n",
      "Layer conv4_block40_1_bn frozen.\n",
      "Layer conv4_block40_1_relu frozen.\n",
      "Layer conv4_block40_2_conv frozen.\n",
      "Layer conv4_block40_concat frozen.\n",
      "Layer conv4_block41_0_bn frozen.\n",
      "Layer conv4_block41_0_relu frozen.\n",
      "Layer conv4_block41_1_conv frozen.\n",
      "Layer conv4_block41_1_bn frozen.\n",
      "Layer conv4_block41_1_relu frozen.\n",
      "Layer conv4_block41_2_conv frozen.\n",
      "Layer conv4_block41_concat frozen.\n",
      "Layer conv4_block42_0_bn frozen.\n",
      "Layer conv4_block42_0_relu frozen.\n",
      "Layer conv4_block42_1_conv frozen.\n",
      "Layer conv4_block42_1_bn frozen.\n",
      "Layer conv4_block42_1_relu frozen.\n",
      "Layer conv4_block42_2_conv frozen.\n",
      "Layer conv4_block42_concat frozen.\n",
      "Layer conv4_block43_0_bn frozen.\n",
      "Layer conv4_block43_0_relu frozen.\n",
      "Layer conv4_block43_1_conv frozen.\n",
      "Layer conv4_block43_1_bn frozen.\n",
      "Layer conv4_block43_1_relu frozen.\n",
      "Layer conv4_block43_2_conv frozen.\n",
      "Layer conv4_block43_concat frozen.\n",
      "Layer conv4_block44_0_bn frozen.\n",
      "Layer conv4_block44_0_relu frozen.\n",
      "Layer conv4_block44_1_conv frozen.\n",
      "Layer conv4_block44_1_bn frozen.\n",
      "Layer conv4_block44_1_relu frozen.\n",
      "Layer conv4_block44_2_conv frozen.\n",
      "Layer conv4_block44_concat frozen.\n",
      "Layer conv4_block45_0_bn frozen.\n",
      "Layer conv4_block45_0_relu frozen.\n",
      "Layer conv4_block45_1_conv frozen.\n",
      "Layer conv4_block45_1_bn frozen.\n",
      "Layer conv4_block45_1_relu frozen.\n",
      "Layer conv4_block45_2_conv frozen.\n",
      "Layer conv4_block45_concat frozen.\n",
      "Layer conv4_block46_0_bn frozen.\n",
      "Layer conv4_block46_0_relu frozen.\n",
      "Layer conv4_block46_1_conv frozen.\n",
      "Layer conv4_block46_1_bn frozen.\n",
      "Layer conv4_block46_1_relu frozen.\n",
      "Layer conv4_block46_2_conv frozen.\n",
      "Layer conv4_block46_concat frozen.\n",
      "Layer conv4_block47_0_bn frozen.\n",
      "Layer conv4_block47_0_relu frozen.\n",
      "Layer conv4_block47_1_conv frozen.\n",
      "Layer conv4_block47_1_bn frozen.\n",
      "Layer conv4_block47_1_relu frozen.\n",
      "Layer conv4_block47_2_conv frozen.\n",
      "Layer conv4_block47_concat frozen.\n",
      "Layer conv4_block48_0_bn frozen.\n",
      "Layer conv4_block48_0_relu frozen.\n",
      "Layer conv4_block48_1_conv frozen.\n",
      "Layer conv4_block48_1_bn frozen.\n",
      "Layer conv4_block48_1_relu frozen.\n",
      "Layer conv4_block48_2_conv frozen.\n",
      "Layer conv4_block48_concat frozen.\n",
      "Layer pool4_bn frozen.\n",
      "Layer pool4_relu frozen.\n",
      "Layer pool4_conv frozen.\n",
      "Layer pool4_pool frozen.\n",
      "Layer conv5_block1_0_bn frozen.\n",
      "Layer conv5_block1_0_relu frozen.\n",
      "Layer conv5_block1_1_conv frozen.\n",
      "Layer conv5_block1_1_bn frozen.\n",
      "Layer conv5_block1_1_relu frozen.\n",
      "Layer conv5_block1_2_conv frozen.\n",
      "Layer conv5_block1_concat frozen.\n",
      "Layer conv5_block2_0_bn frozen.\n",
      "Layer conv5_block2_0_relu frozen.\n",
      "Layer conv5_block2_1_conv frozen.\n",
      "Layer conv5_block2_1_bn frozen.\n",
      "Layer conv5_block2_1_relu frozen.\n",
      "Layer conv5_block2_2_conv frozen.\n",
      "Layer conv5_block2_concat frozen.\n",
      "Layer conv5_block3_0_bn frozen.\n",
      "Layer conv5_block3_0_relu frozen.\n",
      "Layer conv5_block3_1_conv frozen.\n",
      "Layer conv5_block3_1_bn frozen.\n",
      "Layer conv5_block3_1_relu frozen.\n",
      "Layer conv5_block3_2_conv frozen.\n",
      "Layer conv5_block3_concat frozen.\n",
      "Layer conv5_block4_0_bn frozen.\n",
      "Layer conv5_block4_0_relu frozen.\n",
      "Layer conv5_block4_1_conv frozen.\n",
      "Layer conv5_block4_1_bn frozen.\n",
      "Layer conv5_block4_1_relu frozen.\n",
      "Layer conv5_block4_2_conv frozen.\n",
      "Layer conv5_block4_concat frozen.\n",
      "Layer conv5_block5_0_bn frozen.\n",
      "Layer conv5_block5_0_relu frozen.\n",
      "Layer conv5_block5_1_conv frozen.\n",
      "Layer conv5_block5_1_bn frozen.\n",
      "Layer conv5_block5_1_relu frozen.\n",
      "Layer conv5_block5_2_conv frozen.\n",
      "Layer conv5_block5_concat frozen.\n",
      "Layer conv5_block6_0_bn frozen.\n",
      "Layer conv5_block6_0_relu frozen.\n",
      "Layer conv5_block6_1_conv frozen.\n",
      "Layer conv5_block6_1_bn frozen.\n",
      "Layer conv5_block6_1_relu frozen.\n",
      "Layer conv5_block6_2_conv frozen.\n",
      "Layer conv5_block6_concat frozen.\n",
      "Layer conv5_block7_0_bn frozen.\n",
      "Layer conv5_block7_0_relu frozen.\n",
      "Layer conv5_block7_1_conv frozen.\n",
      "Layer conv5_block7_1_bn frozen.\n",
      "Layer conv5_block7_1_relu frozen.\n",
      "Layer conv5_block7_2_conv frozen.\n",
      "Layer conv5_block7_concat frozen.\n",
      "Layer conv5_block8_0_bn frozen.\n",
      "Layer conv5_block8_0_relu frozen.\n",
      "Layer conv5_block8_1_conv frozen.\n",
      "Layer conv5_block8_1_bn frozen.\n",
      "Layer conv5_block8_1_relu frozen.\n",
      "Layer conv5_block8_2_conv frozen.\n",
      "Layer conv5_block8_concat frozen.\n",
      "Layer conv5_block9_0_bn frozen.\n",
      "Layer conv5_block9_0_relu frozen.\n",
      "Layer conv5_block9_1_conv frozen.\n",
      "Layer conv5_block9_1_bn frozen.\n",
      "Layer conv5_block9_1_relu frozen.\n",
      "Layer conv5_block9_2_conv frozen.\n",
      "Layer conv5_block9_concat frozen.\n",
      "Layer conv5_block10_0_bn frozen.\n",
      "Layer conv5_block10_0_relu frozen.\n",
      "Layer conv5_block10_1_conv frozen.\n",
      "Layer conv5_block10_1_bn frozen.\n",
      "Layer conv5_block10_1_relu frozen.\n",
      "Layer conv5_block10_2_conv frozen.\n",
      "Layer conv5_block10_concat frozen.\n",
      "Layer conv5_block11_0_bn frozen.\n",
      "Layer conv5_block11_0_relu frozen.\n",
      "Layer conv5_block11_1_conv frozen.\n",
      "Layer conv5_block11_1_bn frozen.\n",
      "Layer conv5_block11_1_relu frozen.\n",
      "Layer conv5_block11_2_conv frozen.\n",
      "Layer conv5_block11_concat frozen.\n",
      "Layer conv5_block12_0_bn frozen.\n",
      "Layer conv5_block12_0_relu frozen.\n",
      "Layer conv5_block12_1_conv frozen.\n",
      "Layer conv5_block12_1_bn frozen.\n",
      "Layer conv5_block12_1_relu frozen.\n",
      "Layer conv5_block12_2_conv frozen.\n",
      "Layer conv5_block12_concat frozen.\n",
      "Layer conv5_block13_0_bn frozen.\n",
      "Layer conv5_block13_0_relu frozen.\n",
      "Layer conv5_block13_1_conv frozen.\n",
      "Layer conv5_block13_1_bn frozen.\n",
      "Layer conv5_block13_1_relu frozen.\n",
      "Layer conv5_block13_2_conv frozen.\n",
      "Layer conv5_block13_concat frozen.\n",
      "Layer conv5_block14_0_bn frozen.\n",
      "Layer conv5_block14_0_relu frozen.\n",
      "Layer conv5_block14_1_conv frozen.\n",
      "Layer conv5_block14_1_bn frozen.\n",
      "Layer conv5_block14_1_relu frozen.\n",
      "Layer conv5_block14_2_conv frozen.\n",
      "Layer conv5_block14_concat frozen.\n",
      "Layer conv5_block15_0_bn frozen.\n",
      "Layer conv5_block15_0_relu frozen.\n",
      "Layer conv5_block15_1_conv frozen.\n",
      "Layer conv5_block15_1_bn frozen.\n",
      "Layer conv5_block15_1_relu frozen.\n",
      "Layer conv5_block15_2_conv frozen.\n",
      "Layer conv5_block15_concat frozen.\n",
      "Layer conv5_block16_0_bn frozen.\n",
      "Layer conv5_block16_0_relu frozen.\n",
      "Layer conv5_block16_1_conv frozen.\n",
      "Layer conv5_block16_1_bn frozen.\n",
      "Layer conv5_block16_1_relu frozen.\n",
      "Layer conv5_block16_2_conv frozen.\n",
      "Layer conv5_block16_concat frozen.\n",
      "Layer conv5_block17_0_bn frozen.\n",
      "Layer conv5_block17_0_relu frozen.\n",
      "Layer conv5_block17_1_conv frozen.\n",
      "Layer conv5_block17_1_bn frozen.\n",
      "Layer conv5_block17_1_relu frozen.\n",
      "Layer conv5_block17_2_conv frozen.\n",
      "Layer conv5_block17_concat frozen.\n",
      "Layer conv5_block18_0_bn frozen.\n",
      "Layer conv5_block18_0_relu frozen.\n",
      "Layer conv5_block18_1_conv frozen.\n",
      "Layer conv5_block18_1_bn frozen.\n",
      "Layer conv5_block18_1_relu frozen.\n",
      "Layer conv5_block18_2_conv frozen.\n",
      "Layer conv5_block18_concat frozen.\n",
      "Layer conv5_block19_0_bn frozen.\n",
      "Layer conv5_block19_0_relu frozen.\n",
      "Layer conv5_block19_1_conv frozen.\n",
      "Layer conv5_block19_1_bn frozen.\n",
      "Layer conv5_block19_1_relu frozen.\n",
      "Layer conv5_block19_2_conv frozen.\n",
      "Layer conv5_block19_concat frozen.\n",
      "Layer conv5_block20_0_bn frozen.\n",
      "Layer conv5_block20_0_relu frozen.\n",
      "Layer conv5_block20_1_conv frozen.\n",
      "Layer conv5_block20_1_bn frozen.\n",
      "Layer conv5_block20_1_relu frozen.\n",
      "Layer conv5_block20_2_conv frozen.\n",
      "Layer conv5_block20_concat frozen.\n",
      "Layer conv5_block21_0_bn frozen.\n",
      "Layer conv5_block21_0_relu frozen.\n",
      "Layer conv5_block21_1_conv frozen.\n",
      "Layer conv5_block21_1_bn frozen.\n",
      "Layer conv5_block21_1_relu frozen.\n",
      "Layer conv5_block21_2_conv frozen.\n",
      "Layer conv5_block21_concat frozen.\n",
      "Layer conv5_block22_0_bn frozen.\n",
      "Layer conv5_block22_0_relu frozen.\n",
      "Layer conv5_block22_1_conv frozen.\n",
      "Layer conv5_block22_1_bn frozen.\n",
      "Layer conv5_block22_1_relu frozen.\n",
      "Layer conv5_block22_2_conv frozen.\n",
      "Layer conv5_block22_concat frozen.\n",
      "Layer conv5_block23_0_bn frozen.\n",
      "Layer conv5_block23_0_relu frozen.\n",
      "Layer conv5_block23_1_conv frozen.\n",
      "Layer conv5_block23_1_bn frozen.\n",
      "Layer conv5_block23_1_relu frozen.\n",
      "Layer conv5_block23_2_conv frozen.\n",
      "Layer conv5_block23_concat frozen.\n",
      "Layer conv5_block24_0_bn frozen.\n",
      "Layer conv5_block24_0_relu frozen.\n",
      "Layer conv5_block24_1_conv frozen.\n",
      "Layer conv5_block24_1_bn frozen.\n",
      "Layer conv5_block24_1_relu frozen.\n",
      "Layer conv5_block24_2_conv frozen.\n",
      "Layer conv5_block24_concat frozen.\n",
      "Layer conv5_block25_0_bn frozen.\n",
      "Layer conv5_block25_0_relu frozen.\n",
      "Layer conv5_block25_1_conv frozen.\n",
      "Layer conv5_block25_1_bn frozen.\n",
      "Layer conv5_block25_1_relu frozen.\n",
      "Layer conv5_block25_2_conv frozen.\n",
      "Layer conv5_block25_concat frozen.\n",
      "Layer conv5_block26_0_bn frozen.\n",
      "Layer conv5_block26_0_relu frozen.\n",
      "Layer conv5_block26_1_conv frozen.\n",
      "Layer conv5_block26_1_bn frozen.\n",
      "Layer conv5_block26_1_relu frozen.\n",
      "Layer conv5_block26_2_conv frozen.\n",
      "Layer conv5_block26_concat frozen.\n",
      "Layer conv5_block27_0_bn frozen.\n",
      "Layer conv5_block27_0_relu frozen.\n",
      "Layer conv5_block27_1_conv frozen.\n",
      "Layer conv5_block27_1_bn frozen.\n",
      "Layer conv5_block27_1_relu frozen.\n",
      "Layer conv5_block27_2_conv frozen.\n",
      "Layer conv5_block27_concat frozen.\n",
      "Layer conv5_block28_0_bn frozen.\n",
      "Layer conv5_block28_0_relu frozen.\n",
      "Layer conv5_block28_1_conv frozen.\n",
      "Layer conv5_block28_1_bn frozen.\n",
      "Layer conv5_block28_1_relu frozen.\n",
      "Layer conv5_block28_2_conv frozen.\n",
      "Layer conv5_block28_concat frozen.\n",
      "Layer conv5_block29_0_bn frozen.\n",
      "Layer conv5_block29_0_relu frozen.\n",
      "Layer conv5_block29_1_conv frozen.\n",
      "Layer conv5_block29_1_bn frozen.\n",
      "Layer conv5_block29_1_relu frozen.\n",
      "Layer conv5_block29_2_conv frozen.\n",
      "Layer conv5_block29_concat frozen.\n",
      "Layer conv5_block30_0_bn frozen.\n",
      "Layer conv5_block30_0_relu frozen.\n",
      "Layer conv5_block30_1_conv frozen.\n",
      "Layer conv5_block30_1_bn frozen.\n",
      "Layer conv5_block30_1_relu frozen.\n",
      "Layer conv5_block30_2_conv frozen.\n",
      "Layer conv5_block30_concat frozen.\n",
      "Layer conv5_block31_0_bn frozen.\n",
      "Layer conv5_block31_0_relu frozen.\n",
      "Layer conv5_block31_1_conv frozen.\n",
      "Layer conv5_block31_1_bn frozen.\n",
      "Layer conv5_block31_1_relu frozen.\n",
      "Layer conv5_block31_2_conv frozen.\n",
      "Layer conv5_block31_concat frozen.\n",
      "Layer conv5_block32_0_bn frozen.\n",
      "Layer conv5_block32_0_relu frozen.\n",
      "Layer conv5_block32_1_conv frozen.\n",
      "Layer conv5_block32_1_bn frozen.\n",
      "Layer conv5_block32_1_relu frozen.\n",
      "Layer conv5_block32_2_conv frozen.\n",
      "Layer conv5_block32_concat frozen.\n",
      "Layer bn frozen.\n",
      "Layer relu frozen.\n",
      "Layer avg_pool frozen.\n",
      "Layer predictions frozen.\n"
     ]
    }
   ],
   "source": [
    "for layer in base_model.layers: \n",
    "  layer.trainable = False\n",
    "  print('Layer ' + layer.name + ' frozen.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<KerasTensor: shape=(None, 1920) dtype=float32 (created by layer 'avg_pool')>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_model.layers[-2].output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#adding three dense layers\n",
    "last = base_model.layers[-2].output\n",
    "x = Dense(128, activation='relu', name='fc1')(last)\n",
    "x = Dense(64, activation='relu', name='fc2')(x)\n",
    "x = Dense(1, activation='sigmoid', name='output_final_layer')(x)\n",
    "model = Model(base_model.input, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model_2\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_5 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_4 (ZeroPadding2D (None, 230, 230, 3)  0           input_5[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, 112, 112, 64) 9408        zero_padding2d_4[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv1/bn (BatchNormalization)   (None, 112, 112, 64) 256         conv1/conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv1/relu (Activation)         (None, 112, 112, 64) 0           conv1/bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_5 (ZeroPadding2D (None, 114, 114, 64) 0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, 56, 56, 64)   0           zero_padding2d_5[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_bn (BatchNormali (None, 56, 56, 64)   256         pool1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_relu (Activation (None, 56, 56, 64)   0           conv2_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_conv (Conv2D)    (None, 56, 56, 128)  8192        conv2_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_relu (Activation (None, 56, 56, 128)  0           conv2_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_concat (Concatenat (None, 56, 56, 96)   0           pool1[0][0]                      \n",
      "                                                                 conv2_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_bn (BatchNormali (None, 56, 56, 96)   384         conv2_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_relu (Activation (None, 56, 56, 96)   0           conv2_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_conv (Conv2D)    (None, 56, 56, 128)  12288       conv2_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_relu (Activation (None, 56, 56, 128)  0           conv2_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_concat (Concatenat (None, 56, 56, 128)  0           conv2_block1_concat[0][0]        \n",
      "                                                                 conv2_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_relu (Activation (None, 56, 56, 128)  0           conv2_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_conv (Conv2D)    (None, 56, 56, 128)  16384       conv2_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_relu (Activation (None, 56, 56, 128)  0           conv2_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_concat (Concatenat (None, 56, 56, 160)  0           conv2_block2_concat[0][0]        \n",
      "                                                                 conv2_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_bn (BatchNormali (None, 56, 56, 160)  640         conv2_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_relu (Activation (None, 56, 56, 160)  0           conv2_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_conv (Conv2D)    (None, 56, 56, 128)  20480       conv2_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_relu (Activation (None, 56, 56, 128)  0           conv2_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_concat (Concatenat (None, 56, 56, 192)  0           conv2_block3_concat[0][0]        \n",
      "                                                                 conv2_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_bn (BatchNormali (None, 56, 56, 192)  768         conv2_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_relu (Activation (None, 56, 56, 192)  0           conv2_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_conv (Conv2D)    (None, 56, 56, 128)  24576       conv2_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_relu (Activation (None, 56, 56, 128)  0           conv2_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_concat (Concatenat (None, 56, 56, 224)  0           conv2_block4_concat[0][0]        \n",
      "                                                                 conv2_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_bn (BatchNormali (None, 56, 56, 224)  896         conv2_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_relu (Activation (None, 56, 56, 224)  0           conv2_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_conv (Conv2D)    (None, 56, 56, 128)  28672       conv2_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_relu (Activation (None, 56, 56, 128)  0           conv2_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_concat (Concatenat (None, 56, 56, 256)  0           conv2_block5_concat[0][0]        \n",
      "                                                                 conv2_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_bn (BatchNormalization)   (None, 56, 56, 256)  1024        conv2_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_relu (Activation)         (None, 56, 56, 256)  0           pool2_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool2_conv (Conv2D)             (None, 56, 56, 128)  32768       pool2_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool2_pool (AveragePooling2D)   (None, 28, 28, 128)  0           pool2_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_bn (BatchNormali (None, 28, 28, 128)  512         pool2_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_relu (Activation (None, 28, 28, 128)  0           conv3_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_conv (Conv2D)    (None, 28, 28, 128)  16384       conv3_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_relu (Activation (None, 28, 28, 128)  0           conv3_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_concat (Concatenat (None, 28, 28, 160)  0           pool2_pool[0][0]                 \n",
      "                                                                 conv3_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_bn (BatchNormali (None, 28, 28, 160)  640         conv3_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_relu (Activation (None, 28, 28, 160)  0           conv3_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_conv (Conv2D)    (None, 28, 28, 128)  20480       conv3_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_relu (Activation (None, 28, 28, 128)  0           conv3_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_concat (Concatenat (None, 28, 28, 192)  0           conv3_block1_concat[0][0]        \n",
      "                                                                 conv3_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_bn (BatchNormali (None, 28, 28, 192)  768         conv3_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_relu (Activation (None, 28, 28, 192)  0           conv3_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_conv (Conv2D)    (None, 28, 28, 128)  24576       conv3_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_relu (Activation (None, 28, 28, 128)  0           conv3_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_concat (Concatenat (None, 28, 28, 224)  0           conv3_block2_concat[0][0]        \n",
      "                                                                 conv3_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_bn (BatchNormali (None, 28, 28, 224)  896         conv3_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_relu (Activation (None, 28, 28, 224)  0           conv3_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_conv (Conv2D)    (None, 28, 28, 128)  28672       conv3_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_relu (Activation (None, 28, 28, 128)  0           conv3_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_concat (Concatenat (None, 28, 28, 256)  0           conv3_block3_concat[0][0]        \n",
      "                                                                 conv3_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_bn (BatchNormali (None, 28, 28, 256)  1024        conv3_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_relu (Activation (None, 28, 28, 256)  0           conv3_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_conv (Conv2D)    (None, 28, 28, 128)  32768       conv3_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_relu (Activation (None, 28, 28, 128)  0           conv3_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_concat (Concatenat (None, 28, 28, 288)  0           conv3_block4_concat[0][0]        \n",
      "                                                                 conv3_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_bn (BatchNormali (None, 28, 28, 288)  1152        conv3_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_relu (Activation (None, 28, 28, 288)  0           conv3_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_conv (Conv2D)    (None, 28, 28, 128)  36864       conv3_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_relu (Activation (None, 28, 28, 128)  0           conv3_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_concat (Concatenat (None, 28, 28, 320)  0           conv3_block5_concat[0][0]        \n",
      "                                                                 conv3_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_bn (BatchNormali (None, 28, 28, 320)  1280        conv3_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_relu (Activation (None, 28, 28, 320)  0           conv3_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_conv (Conv2D)    (None, 28, 28, 128)  40960       conv3_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_relu (Activation (None, 28, 28, 128)  0           conv3_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_concat (Concatenat (None, 28, 28, 352)  0           conv3_block6_concat[0][0]        \n",
      "                                                                 conv3_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_bn (BatchNormali (None, 28, 28, 352)  1408        conv3_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_relu (Activation (None, 28, 28, 352)  0           conv3_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_conv (Conv2D)    (None, 28, 28, 128)  45056       conv3_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_relu (Activation (None, 28, 28, 128)  0           conv3_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_concat (Concatenat (None, 28, 28, 384)  0           conv3_block7_concat[0][0]        \n",
      "                                                                 conv3_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_bn (BatchNormali (None, 28, 28, 384)  1536        conv3_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_relu (Activation (None, 28, 28, 384)  0           conv3_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_conv (Conv2D)    (None, 28, 28, 128)  49152       conv3_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_relu (Activation (None, 28, 28, 128)  0           conv3_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_concat (Concatenat (None, 28, 28, 416)  0           conv3_block8_concat[0][0]        \n",
      "                                                                 conv3_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_bn (BatchNormal (None, 28, 28, 416)  1664        conv3_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_relu (Activatio (None, 28, 28, 416)  0           conv3_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_conv (Conv2D)   (None, 28, 28, 128)  53248       conv3_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_concat (Concatena (None, 28, 28, 448)  0           conv3_block9_concat[0][0]        \n",
      "                                                                 conv3_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_bn (BatchNormal (None, 28, 28, 448)  1792        conv3_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_relu (Activatio (None, 28, 28, 448)  0           conv3_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_conv (Conv2D)   (None, 28, 28, 128)  57344       conv3_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_concat (Concatena (None, 28, 28, 480)  0           conv3_block10_concat[0][0]       \n",
      "                                                                 conv3_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_bn (BatchNormal (None, 28, 28, 480)  1920        conv3_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_relu (Activatio (None, 28, 28, 480)  0           conv3_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_conv (Conv2D)   (None, 28, 28, 128)  61440       conv3_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_concat (Concatena (None, 28, 28, 512)  0           conv3_block11_concat[0][0]       \n",
      "                                                                 conv3_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_bn (BatchNormalization)   (None, 28, 28, 512)  2048        conv3_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_relu (Activation)         (None, 28, 28, 512)  0           pool3_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool3_conv (Conv2D)             (None, 28, 28, 256)  131072      pool3_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool3_pool (AveragePooling2D)   (None, 14, 14, 256)  0           pool3_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_bn (BatchNormali (None, 14, 14, 256)  1024        pool3_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_relu (Activation (None, 14, 14, 256)  0           conv4_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_conv (Conv2D)    (None, 14, 14, 128)  32768       conv4_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_relu (Activation (None, 14, 14, 128)  0           conv4_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_concat (Concatenat (None, 14, 14, 288)  0           pool3_pool[0][0]                 \n",
      "                                                                 conv4_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_bn (BatchNormali (None, 14, 14, 288)  1152        conv4_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_relu (Activation (None, 14, 14, 288)  0           conv4_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_conv (Conv2D)    (None, 14, 14, 128)  36864       conv4_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_relu (Activation (None, 14, 14, 128)  0           conv4_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_concat (Concatenat (None, 14, 14, 320)  0           conv4_block1_concat[0][0]        \n",
      "                                                                 conv4_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_bn (BatchNormali (None, 14, 14, 320)  1280        conv4_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_relu (Activation (None, 14, 14, 320)  0           conv4_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_conv (Conv2D)    (None, 14, 14, 128)  40960       conv4_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_relu (Activation (None, 14, 14, 128)  0           conv4_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_concat (Concatenat (None, 14, 14, 352)  0           conv4_block2_concat[0][0]        \n",
      "                                                                 conv4_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_bn (BatchNormali (None, 14, 14, 352)  1408        conv4_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_relu (Activation (None, 14, 14, 352)  0           conv4_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_conv (Conv2D)    (None, 14, 14, 128)  45056       conv4_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_relu (Activation (None, 14, 14, 128)  0           conv4_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_concat (Concatenat (None, 14, 14, 384)  0           conv4_block3_concat[0][0]        \n",
      "                                                                 conv4_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_bn (BatchNormali (None, 14, 14, 384)  1536        conv4_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_relu (Activation (None, 14, 14, 384)  0           conv4_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_conv (Conv2D)    (None, 14, 14, 128)  49152       conv4_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_relu (Activation (None, 14, 14, 128)  0           conv4_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_concat (Concatenat (None, 14, 14, 416)  0           conv4_block4_concat[0][0]        \n",
      "                                                                 conv4_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_bn (BatchNormali (None, 14, 14, 416)  1664        conv4_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_relu (Activation (None, 14, 14, 416)  0           conv4_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_conv (Conv2D)    (None, 14, 14, 128)  53248       conv4_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_relu (Activation (None, 14, 14, 128)  0           conv4_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_concat (Concatenat (None, 14, 14, 448)  0           conv4_block5_concat[0][0]        \n",
      "                                                                 conv4_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_bn (BatchNormali (None, 14, 14, 448)  1792        conv4_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_relu (Activation (None, 14, 14, 448)  0           conv4_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_conv (Conv2D)    (None, 14, 14, 128)  57344       conv4_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_relu (Activation (None, 14, 14, 128)  0           conv4_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_concat (Concatenat (None, 14, 14, 480)  0           conv4_block6_concat[0][0]        \n",
      "                                                                 conv4_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_bn (BatchNormali (None, 14, 14, 480)  1920        conv4_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_relu (Activation (None, 14, 14, 480)  0           conv4_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_conv (Conv2D)    (None, 14, 14, 128)  61440       conv4_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_relu (Activation (None, 14, 14, 128)  0           conv4_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_concat (Concatenat (None, 14, 14, 512)  0           conv4_block7_concat[0][0]        \n",
      "                                                                 conv4_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_bn (BatchNormali (None, 14, 14, 512)  2048        conv4_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_relu (Activation (None, 14, 14, 512)  0           conv4_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_conv (Conv2D)    (None, 14, 14, 128)  65536       conv4_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_relu (Activation (None, 14, 14, 128)  0           conv4_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_concat (Concatenat (None, 14, 14, 544)  0           conv4_block8_concat[0][0]        \n",
      "                                                                 conv4_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_bn (BatchNormal (None, 14, 14, 544)  2176        conv4_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_relu (Activatio (None, 14, 14, 544)  0           conv4_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_conv (Conv2D)   (None, 14, 14, 128)  69632       conv4_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_concat (Concatena (None, 14, 14, 576)  0           conv4_block9_concat[0][0]        \n",
      "                                                                 conv4_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_bn (BatchNormal (None, 14, 14, 576)  2304        conv4_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_relu (Activatio (None, 14, 14, 576)  0           conv4_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_conv (Conv2D)   (None, 14, 14, 128)  73728       conv4_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_concat (Concatena (None, 14, 14, 608)  0           conv4_block10_concat[0][0]       \n",
      "                                                                 conv4_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_bn (BatchNormal (None, 14, 14, 608)  2432        conv4_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_relu (Activatio (None, 14, 14, 608)  0           conv4_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_conv (Conv2D)   (None, 14, 14, 128)  77824       conv4_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_concat (Concatena (None, 14, 14, 640)  0           conv4_block11_concat[0][0]       \n",
      "                                                                 conv4_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_bn (BatchNormal (None, 14, 14, 640)  2560        conv4_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_relu (Activatio (None, 14, 14, 640)  0           conv4_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_conv (Conv2D)   (None, 14, 14, 128)  81920       conv4_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_concat (Concatena (None, 14, 14, 672)  0           conv4_block12_concat[0][0]       \n",
      "                                                                 conv4_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_bn (BatchNormal (None, 14, 14, 672)  2688        conv4_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_relu (Activatio (None, 14, 14, 672)  0           conv4_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_conv (Conv2D)   (None, 14, 14, 128)  86016       conv4_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_concat (Concatena (None, 14, 14, 704)  0           conv4_block13_concat[0][0]       \n",
      "                                                                 conv4_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_bn (BatchNormal (None, 14, 14, 704)  2816        conv4_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_relu (Activatio (None, 14, 14, 704)  0           conv4_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_conv (Conv2D)   (None, 14, 14, 128)  90112       conv4_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_concat (Concatena (None, 14, 14, 736)  0           conv4_block14_concat[0][0]       \n",
      "                                                                 conv4_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_bn (BatchNormal (None, 14, 14, 736)  2944        conv4_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_relu (Activatio (None, 14, 14, 736)  0           conv4_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_conv (Conv2D)   (None, 14, 14, 128)  94208       conv4_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_concat (Concatena (None, 14, 14, 768)  0           conv4_block15_concat[0][0]       \n",
      "                                                                 conv4_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_bn (BatchNormal (None, 14, 14, 768)  3072        conv4_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_relu (Activatio (None, 14, 14, 768)  0           conv4_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_conv (Conv2D)   (None, 14, 14, 128)  98304       conv4_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_concat (Concatena (None, 14, 14, 800)  0           conv4_block16_concat[0][0]       \n",
      "                                                                 conv4_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_bn (BatchNormal (None, 14, 14, 800)  3200        conv4_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_relu (Activatio (None, 14, 14, 800)  0           conv4_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_conv (Conv2D)   (None, 14, 14, 128)  102400      conv4_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_concat (Concatena (None, 14, 14, 832)  0           conv4_block17_concat[0][0]       \n",
      "                                                                 conv4_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_bn (BatchNormal (None, 14, 14, 832)  3328        conv4_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_relu (Activatio (None, 14, 14, 832)  0           conv4_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_conv (Conv2D)   (None, 14, 14, 128)  106496      conv4_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_concat (Concatena (None, 14, 14, 864)  0           conv4_block18_concat[0][0]       \n",
      "                                                                 conv4_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_bn (BatchNormal (None, 14, 14, 864)  3456        conv4_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_relu (Activatio (None, 14, 14, 864)  0           conv4_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_conv (Conv2D)   (None, 14, 14, 128)  110592      conv4_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_concat (Concatena (None, 14, 14, 896)  0           conv4_block19_concat[0][0]       \n",
      "                                                                 conv4_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_bn (BatchNormal (None, 14, 14, 896)  3584        conv4_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_relu (Activatio (None, 14, 14, 896)  0           conv4_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_conv (Conv2D)   (None, 14, 14, 128)  114688      conv4_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_concat (Concatena (None, 14, 14, 928)  0           conv4_block20_concat[0][0]       \n",
      "                                                                 conv4_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_bn (BatchNormal (None, 14, 14, 928)  3712        conv4_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_relu (Activatio (None, 14, 14, 928)  0           conv4_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_conv (Conv2D)   (None, 14, 14, 128)  118784      conv4_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_concat (Concatena (None, 14, 14, 960)  0           conv4_block21_concat[0][0]       \n",
      "                                                                 conv4_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_bn (BatchNormal (None, 14, 14, 960)  3840        conv4_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_relu (Activatio (None, 14, 14, 960)  0           conv4_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_conv (Conv2D)   (None, 14, 14, 128)  122880      conv4_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_concat (Concatena (None, 14, 14, 992)  0           conv4_block22_concat[0][0]       \n",
      "                                                                 conv4_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_bn (BatchNormal (None, 14, 14, 992)  3968        conv4_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_relu (Activatio (None, 14, 14, 992)  0           conv4_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_conv (Conv2D)   (None, 14, 14, 128)  126976      conv4_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_concat (Concatena (None, 14, 14, 1024) 0           conv4_block23_concat[0][0]       \n",
      "                                                                 conv4_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_bn (BatchNormal (None, 14, 14, 1024) 4096        conv4_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_relu (Activatio (None, 14, 14, 1024) 0           conv4_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_conv (Conv2D)   (None, 14, 14, 128)  131072      conv4_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_concat (Concatena (None, 14, 14, 1056) 0           conv4_block24_concat[0][0]       \n",
      "                                                                 conv4_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_bn (BatchNormal (None, 14, 14, 1056) 4224        conv4_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_relu (Activatio (None, 14, 14, 1056) 0           conv4_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_conv (Conv2D)   (None, 14, 14, 128)  135168      conv4_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_concat (Concatena (None, 14, 14, 1088) 0           conv4_block25_concat[0][0]       \n",
      "                                                                 conv4_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_bn (BatchNormal (None, 14, 14, 1088) 4352        conv4_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_relu (Activatio (None, 14, 14, 1088) 0           conv4_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_conv (Conv2D)   (None, 14, 14, 128)  139264      conv4_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_concat (Concatena (None, 14, 14, 1120) 0           conv4_block26_concat[0][0]       \n",
      "                                                                 conv4_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_bn (BatchNormal (None, 14, 14, 1120) 4480        conv4_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_relu (Activatio (None, 14, 14, 1120) 0           conv4_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_conv (Conv2D)   (None, 14, 14, 128)  143360      conv4_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_concat (Concatena (None, 14, 14, 1152) 0           conv4_block27_concat[0][0]       \n",
      "                                                                 conv4_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_bn (BatchNormal (None, 14, 14, 1152) 4608        conv4_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_relu (Activatio (None, 14, 14, 1152) 0           conv4_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_conv (Conv2D)   (None, 14, 14, 128)  147456      conv4_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_concat (Concatena (None, 14, 14, 1184) 0           conv4_block28_concat[0][0]       \n",
      "                                                                 conv4_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_bn (BatchNormal (None, 14, 14, 1184) 4736        conv4_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_relu (Activatio (None, 14, 14, 1184) 0           conv4_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_conv (Conv2D)   (None, 14, 14, 128)  151552      conv4_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_concat (Concatena (None, 14, 14, 1216) 0           conv4_block29_concat[0][0]       \n",
      "                                                                 conv4_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_bn (BatchNormal (None, 14, 14, 1216) 4864        conv4_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_relu (Activatio (None, 14, 14, 1216) 0           conv4_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_conv (Conv2D)   (None, 14, 14, 128)  155648      conv4_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_concat (Concatena (None, 14, 14, 1248) 0           conv4_block30_concat[0][0]       \n",
      "                                                                 conv4_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_bn (BatchNormal (None, 14, 14, 1248) 4992        conv4_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_relu (Activatio (None, 14, 14, 1248) 0           conv4_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_conv (Conv2D)   (None, 14, 14, 128)  159744      conv4_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_concat (Concatena (None, 14, 14, 1280) 0           conv4_block31_concat[0][0]       \n",
      "                                                                 conv4_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_bn (BatchNormal (None, 14, 14, 1280) 5120        conv4_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_relu (Activatio (None, 14, 14, 1280) 0           conv4_block33_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_conv (Conv2D)   (None, 14, 14, 128)  163840      conv4_block33_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block33_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block33_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block33_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_concat (Concatena (None, 14, 14, 1312) 0           conv4_block32_concat[0][0]       \n",
      "                                                                 conv4_block33_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_bn (BatchNormal (None, 14, 14, 1312) 5248        conv4_block33_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_relu (Activatio (None, 14, 14, 1312) 0           conv4_block34_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_conv (Conv2D)   (None, 14, 14, 128)  167936      conv4_block34_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block34_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block34_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block34_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_concat (Concatena (None, 14, 14, 1344) 0           conv4_block33_concat[0][0]       \n",
      "                                                                 conv4_block34_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_bn (BatchNormal (None, 14, 14, 1344) 5376        conv4_block34_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_relu (Activatio (None, 14, 14, 1344) 0           conv4_block35_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_conv (Conv2D)   (None, 14, 14, 128)  172032      conv4_block35_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block35_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block35_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block35_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_concat (Concatena (None, 14, 14, 1376) 0           conv4_block34_concat[0][0]       \n",
      "                                                                 conv4_block35_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_bn (BatchNormal (None, 14, 14, 1376) 5504        conv4_block35_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_relu (Activatio (None, 14, 14, 1376) 0           conv4_block36_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_conv (Conv2D)   (None, 14, 14, 128)  176128      conv4_block36_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block36_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block36_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block36_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_concat (Concatena (None, 14, 14, 1408) 0           conv4_block35_concat[0][0]       \n",
      "                                                                 conv4_block36_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_bn (BatchNormal (None, 14, 14, 1408) 5632        conv4_block36_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_relu (Activatio (None, 14, 14, 1408) 0           conv4_block37_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_conv (Conv2D)   (None, 14, 14, 128)  180224      conv4_block37_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block37_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block37_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block37_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_concat (Concatena (None, 14, 14, 1440) 0           conv4_block36_concat[0][0]       \n",
      "                                                                 conv4_block37_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_bn (BatchNormal (None, 14, 14, 1440) 5760        conv4_block37_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_relu (Activatio (None, 14, 14, 1440) 0           conv4_block38_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_conv (Conv2D)   (None, 14, 14, 128)  184320      conv4_block38_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block38_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block38_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block38_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_concat (Concatena (None, 14, 14, 1472) 0           conv4_block37_concat[0][0]       \n",
      "                                                                 conv4_block38_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_bn (BatchNormal (None, 14, 14, 1472) 5888        conv4_block38_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_relu (Activatio (None, 14, 14, 1472) 0           conv4_block39_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_conv (Conv2D)   (None, 14, 14, 128)  188416      conv4_block39_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block39_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block39_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block39_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_concat (Concatena (None, 14, 14, 1504) 0           conv4_block38_concat[0][0]       \n",
      "                                                                 conv4_block39_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_bn (BatchNormal (None, 14, 14, 1504) 6016        conv4_block39_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_relu (Activatio (None, 14, 14, 1504) 0           conv4_block40_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_conv (Conv2D)   (None, 14, 14, 128)  192512      conv4_block40_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block40_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block40_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block40_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_concat (Concatena (None, 14, 14, 1536) 0           conv4_block39_concat[0][0]       \n",
      "                                                                 conv4_block40_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_bn (BatchNormal (None, 14, 14, 1536) 6144        conv4_block40_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_relu (Activatio (None, 14, 14, 1536) 0           conv4_block41_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_conv (Conv2D)   (None, 14, 14, 128)  196608      conv4_block41_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block41_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block41_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block41_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_concat (Concatena (None, 14, 14, 1568) 0           conv4_block40_concat[0][0]       \n",
      "                                                                 conv4_block41_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_bn (BatchNormal (None, 14, 14, 1568) 6272        conv4_block41_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_relu (Activatio (None, 14, 14, 1568) 0           conv4_block42_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_conv (Conv2D)   (None, 14, 14, 128)  200704      conv4_block42_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block42_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block42_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block42_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_concat (Concatena (None, 14, 14, 1600) 0           conv4_block41_concat[0][0]       \n",
      "                                                                 conv4_block42_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_bn (BatchNormal (None, 14, 14, 1600) 6400        conv4_block42_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_relu (Activatio (None, 14, 14, 1600) 0           conv4_block43_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_conv (Conv2D)   (None, 14, 14, 128)  204800      conv4_block43_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block43_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block43_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block43_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_concat (Concatena (None, 14, 14, 1632) 0           conv4_block42_concat[0][0]       \n",
      "                                                                 conv4_block43_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_bn (BatchNormal (None, 14, 14, 1632) 6528        conv4_block43_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_relu (Activatio (None, 14, 14, 1632) 0           conv4_block44_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_conv (Conv2D)   (None, 14, 14, 128)  208896      conv4_block44_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block44_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block44_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block44_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_concat (Concatena (None, 14, 14, 1664) 0           conv4_block43_concat[0][0]       \n",
      "                                                                 conv4_block44_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_bn (BatchNormal (None, 14, 14, 1664) 6656        conv4_block44_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_relu (Activatio (None, 14, 14, 1664) 0           conv4_block45_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_conv (Conv2D)   (None, 14, 14, 128)  212992      conv4_block45_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block45_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block45_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block45_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_concat (Concatena (None, 14, 14, 1696) 0           conv4_block44_concat[0][0]       \n",
      "                                                                 conv4_block45_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_bn (BatchNormal (None, 14, 14, 1696) 6784        conv4_block45_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_relu (Activatio (None, 14, 14, 1696) 0           conv4_block46_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_conv (Conv2D)   (None, 14, 14, 128)  217088      conv4_block46_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block46_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block46_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block46_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_concat (Concatena (None, 14, 14, 1728) 0           conv4_block45_concat[0][0]       \n",
      "                                                                 conv4_block46_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_bn (BatchNormal (None, 14, 14, 1728) 6912        conv4_block46_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_relu (Activatio (None, 14, 14, 1728) 0           conv4_block47_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_conv (Conv2D)   (None, 14, 14, 128)  221184      conv4_block47_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block47_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block47_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block47_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_concat (Concatena (None, 14, 14, 1760) 0           conv4_block46_concat[0][0]       \n",
      "                                                                 conv4_block47_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_bn (BatchNormal (None, 14, 14, 1760) 7040        conv4_block47_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_relu (Activatio (None, 14, 14, 1760) 0           conv4_block48_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_conv (Conv2D)   (None, 14, 14, 128)  225280      conv4_block48_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block48_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block48_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block48_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_concat (Concatena (None, 14, 14, 1792) 0           conv4_block47_concat[0][0]       \n",
      "                                                                 conv4_block48_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_bn (BatchNormalization)   (None, 14, 14, 1792) 7168        conv4_block48_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_relu (Activation)         (None, 14, 14, 1792) 0           pool4_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool4_conv (Conv2D)             (None, 14, 14, 896)  1605632     pool4_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool4_pool (AveragePooling2D)   (None, 7, 7, 896)    0           pool4_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_bn (BatchNormali (None, 7, 7, 896)    3584        pool4_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_relu (Activation (None, 7, 7, 896)    0           conv5_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_conv (Conv2D)    (None, 7, 7, 128)    114688      conv5_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_relu (Activation (None, 7, 7, 128)    0           conv5_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_concat (Concatenat (None, 7, 7, 928)    0           pool4_pool[0][0]                 \n",
      "                                                                 conv5_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_bn (BatchNormali (None, 7, 7, 928)    3712        conv5_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_relu (Activation (None, 7, 7, 928)    0           conv5_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_conv (Conv2D)    (None, 7, 7, 128)    118784      conv5_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_relu (Activation (None, 7, 7, 128)    0           conv5_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_concat (Concatenat (None, 7, 7, 960)    0           conv5_block1_concat[0][0]        \n",
      "                                                                 conv5_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_bn (BatchNormali (None, 7, 7, 960)    3840        conv5_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_relu (Activation (None, 7, 7, 960)    0           conv5_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_conv (Conv2D)    (None, 7, 7, 128)    122880      conv5_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_relu (Activation (None, 7, 7, 128)    0           conv5_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_concat (Concatenat (None, 7, 7, 992)    0           conv5_block2_concat[0][0]        \n",
      "                                                                 conv5_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_bn (BatchNormali (None, 7, 7, 992)    3968        conv5_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_relu (Activation (None, 7, 7, 992)    0           conv5_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_conv (Conv2D)    (None, 7, 7, 128)    126976      conv5_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_relu (Activation (None, 7, 7, 128)    0           conv5_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_concat (Concatenat (None, 7, 7, 1024)   0           conv5_block3_concat[0][0]        \n",
      "                                                                 conv5_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_bn (BatchNormali (None, 7, 7, 1024)   4096        conv5_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_relu (Activation (None, 7, 7, 1024)   0           conv5_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_conv (Conv2D)    (None, 7, 7, 128)    131072      conv5_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_relu (Activation (None, 7, 7, 128)    0           conv5_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_concat (Concatenat (None, 7, 7, 1056)   0           conv5_block4_concat[0][0]        \n",
      "                                                                 conv5_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_bn (BatchNormali (None, 7, 7, 1056)   4224        conv5_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_relu (Activation (None, 7, 7, 1056)   0           conv5_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_conv (Conv2D)    (None, 7, 7, 128)    135168      conv5_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_relu (Activation (None, 7, 7, 128)    0           conv5_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_concat (Concatenat (None, 7, 7, 1088)   0           conv5_block5_concat[0][0]        \n",
      "                                                                 conv5_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_bn (BatchNormali (None, 7, 7, 1088)   4352        conv5_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_relu (Activation (None, 7, 7, 1088)   0           conv5_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_conv (Conv2D)    (None, 7, 7, 128)    139264      conv5_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_relu (Activation (None, 7, 7, 128)    0           conv5_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_concat (Concatenat (None, 7, 7, 1120)   0           conv5_block6_concat[0][0]        \n",
      "                                                                 conv5_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_bn (BatchNormali (None, 7, 7, 1120)   4480        conv5_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_relu (Activation (None, 7, 7, 1120)   0           conv5_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_conv (Conv2D)    (None, 7, 7, 128)    143360      conv5_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_relu (Activation (None, 7, 7, 128)    0           conv5_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_concat (Concatenat (None, 7, 7, 1152)   0           conv5_block7_concat[0][0]        \n",
      "                                                                 conv5_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_bn (BatchNormali (None, 7, 7, 1152)   4608        conv5_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_relu (Activation (None, 7, 7, 1152)   0           conv5_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_conv (Conv2D)    (None, 7, 7, 128)    147456      conv5_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_relu (Activation (None, 7, 7, 128)    0           conv5_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_concat (Concatenat (None, 7, 7, 1184)   0           conv5_block8_concat[0][0]        \n",
      "                                                                 conv5_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_bn (BatchNormal (None, 7, 7, 1184)   4736        conv5_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_relu (Activatio (None, 7, 7, 1184)   0           conv5_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_conv (Conv2D)   (None, 7, 7, 128)    151552      conv5_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_concat (Concatena (None, 7, 7, 1216)   0           conv5_block9_concat[0][0]        \n",
      "                                                                 conv5_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_bn (BatchNormal (None, 7, 7, 1216)   4864        conv5_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_relu (Activatio (None, 7, 7, 1216)   0           conv5_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_conv (Conv2D)   (None, 7, 7, 128)    155648      conv5_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_concat (Concatena (None, 7, 7, 1248)   0           conv5_block10_concat[0][0]       \n",
      "                                                                 conv5_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_bn (BatchNormal (None, 7, 7, 1248)   4992        conv5_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_relu (Activatio (None, 7, 7, 1248)   0           conv5_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_conv (Conv2D)   (None, 7, 7, 128)    159744      conv5_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_concat (Concatena (None, 7, 7, 1280)   0           conv5_block11_concat[0][0]       \n",
      "                                                                 conv5_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_bn (BatchNormal (None, 7, 7, 1280)   5120        conv5_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_relu (Activatio (None, 7, 7, 1280)   0           conv5_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_conv (Conv2D)   (None, 7, 7, 128)    163840      conv5_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_concat (Concatena (None, 7, 7, 1312)   0           conv5_block12_concat[0][0]       \n",
      "                                                                 conv5_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_bn (BatchNormal (None, 7, 7, 1312)   5248        conv5_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_relu (Activatio (None, 7, 7, 1312)   0           conv5_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_conv (Conv2D)   (None, 7, 7, 128)    167936      conv5_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_concat (Concatena (None, 7, 7, 1344)   0           conv5_block13_concat[0][0]       \n",
      "                                                                 conv5_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_bn (BatchNormal (None, 7, 7, 1344)   5376        conv5_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_relu (Activatio (None, 7, 7, 1344)   0           conv5_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_conv (Conv2D)   (None, 7, 7, 128)    172032      conv5_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_concat (Concatena (None, 7, 7, 1376)   0           conv5_block14_concat[0][0]       \n",
      "                                                                 conv5_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_bn (BatchNormal (None, 7, 7, 1376)   5504        conv5_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_relu (Activatio (None, 7, 7, 1376)   0           conv5_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_conv (Conv2D)   (None, 7, 7, 128)    176128      conv5_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_concat (Concatena (None, 7, 7, 1408)   0           conv5_block15_concat[0][0]       \n",
      "                                                                 conv5_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_bn (BatchNormal (None, 7, 7, 1408)   5632        conv5_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_relu (Activatio (None, 7, 7, 1408)   0           conv5_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_conv (Conv2D)   (None, 7, 7, 128)    180224      conv5_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_concat (Concatena (None, 7, 7, 1440)   0           conv5_block16_concat[0][0]       \n",
      "                                                                 conv5_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_bn (BatchNormal (None, 7, 7, 1440)   5760        conv5_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_relu (Activatio (None, 7, 7, 1440)   0           conv5_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_conv (Conv2D)   (None, 7, 7, 128)    184320      conv5_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_concat (Concatena (None, 7, 7, 1472)   0           conv5_block17_concat[0][0]       \n",
      "                                                                 conv5_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_bn (BatchNormal (None, 7, 7, 1472)   5888        conv5_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_relu (Activatio (None, 7, 7, 1472)   0           conv5_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_conv (Conv2D)   (None, 7, 7, 128)    188416      conv5_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_concat (Concatena (None, 7, 7, 1504)   0           conv5_block18_concat[0][0]       \n",
      "                                                                 conv5_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_bn (BatchNormal (None, 7, 7, 1504)   6016        conv5_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_relu (Activatio (None, 7, 7, 1504)   0           conv5_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_conv (Conv2D)   (None, 7, 7, 128)    192512      conv5_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_concat (Concatena (None, 7, 7, 1536)   0           conv5_block19_concat[0][0]       \n",
      "                                                                 conv5_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_bn (BatchNormal (None, 7, 7, 1536)   6144        conv5_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_relu (Activatio (None, 7, 7, 1536)   0           conv5_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_conv (Conv2D)   (None, 7, 7, 128)    196608      conv5_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_concat (Concatena (None, 7, 7, 1568)   0           conv5_block20_concat[0][0]       \n",
      "                                                                 conv5_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_bn (BatchNormal (None, 7, 7, 1568)   6272        conv5_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_relu (Activatio (None, 7, 7, 1568)   0           conv5_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_conv (Conv2D)   (None, 7, 7, 128)    200704      conv5_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_concat (Concatena (None, 7, 7, 1600)   0           conv5_block21_concat[0][0]       \n",
      "                                                                 conv5_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_bn (BatchNormal (None, 7, 7, 1600)   6400        conv5_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_relu (Activatio (None, 7, 7, 1600)   0           conv5_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_conv (Conv2D)   (None, 7, 7, 128)    204800      conv5_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_concat (Concatena (None, 7, 7, 1632)   0           conv5_block22_concat[0][0]       \n",
      "                                                                 conv5_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_bn (BatchNormal (None, 7, 7, 1632)   6528        conv5_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_relu (Activatio (None, 7, 7, 1632)   0           conv5_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_conv (Conv2D)   (None, 7, 7, 128)    208896      conv5_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_concat (Concatena (None, 7, 7, 1664)   0           conv5_block23_concat[0][0]       \n",
      "                                                                 conv5_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_bn (BatchNormal (None, 7, 7, 1664)   6656        conv5_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_0_relu (Activatio (None, 7, 7, 1664)   0           conv5_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_conv (Conv2D)   (None, 7, 7, 128)    212992      conv5_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block25_concat (Concatena (None, 7, 7, 1696)   0           conv5_block24_concat[0][0]       \n",
      "                                                                 conv5_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_bn (BatchNormal (None, 7, 7, 1696)   6784        conv5_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_0_relu (Activatio (None, 7, 7, 1696)   0           conv5_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_conv (Conv2D)   (None, 7, 7, 128)    217088      conv5_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block26_concat (Concatena (None, 7, 7, 1728)   0           conv5_block25_concat[0][0]       \n",
      "                                                                 conv5_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_bn (BatchNormal (None, 7, 7, 1728)   6912        conv5_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_0_relu (Activatio (None, 7, 7, 1728)   0           conv5_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_conv (Conv2D)   (None, 7, 7, 128)    221184      conv5_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block27_concat (Concatena (None, 7, 7, 1760)   0           conv5_block26_concat[0][0]       \n",
      "                                                                 conv5_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_bn (BatchNormal (None, 7, 7, 1760)   7040        conv5_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_0_relu (Activatio (None, 7, 7, 1760)   0           conv5_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_conv (Conv2D)   (None, 7, 7, 128)    225280      conv5_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block28_concat (Concatena (None, 7, 7, 1792)   0           conv5_block27_concat[0][0]       \n",
      "                                                                 conv5_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_bn (BatchNormal (None, 7, 7, 1792)   7168        conv5_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_0_relu (Activatio (None, 7, 7, 1792)   0           conv5_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_conv (Conv2D)   (None, 7, 7, 128)    229376      conv5_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block29_concat (Concatena (None, 7, 7, 1824)   0           conv5_block28_concat[0][0]       \n",
      "                                                                 conv5_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_bn (BatchNormal (None, 7, 7, 1824)   7296        conv5_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_0_relu (Activatio (None, 7, 7, 1824)   0           conv5_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_conv (Conv2D)   (None, 7, 7, 128)    233472      conv5_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block30_concat (Concatena (None, 7, 7, 1856)   0           conv5_block29_concat[0][0]       \n",
      "                                                                 conv5_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_bn (BatchNormal (None, 7, 7, 1856)   7424        conv5_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_0_relu (Activatio (None, 7, 7, 1856)   0           conv5_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_conv (Conv2D)   (None, 7, 7, 128)    237568      conv5_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block31_concat (Concatena (None, 7, 7, 1888)   0           conv5_block30_concat[0][0]       \n",
      "                                                                 conv5_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_bn (BatchNormal (None, 7, 7, 1888)   7552        conv5_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_0_relu (Activatio (None, 7, 7, 1888)   0           conv5_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_conv (Conv2D)   (None, 7, 7, 128)    241664      conv5_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block32_concat (Concatena (None, 7, 7, 1920)   0           conv5_block31_concat[0][0]       \n",
      "                                                                 conv5_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "bn (BatchNormalization)         (None, 7, 7, 1920)   7680        conv5_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "relu (Activation)               (None, 7, 7, 1920)   0           bn[0][0]                         \n",
      "__________________________________________________________________________________________________\n",
      "avg_pool (GlobalAveragePooling2 (None, 1920)         0           relu[0][0]                       \n",
      "__________________________________________________________________________________________________\n",
      "fc1 (Dense)                     (None, 128)          245888      avg_pool[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "fc2 (Dense)                     (None, 64)           8256        fc1[0][0]                        \n",
      "__________________________________________________________________________________________________\n",
      "output_final_layer (Dense)      (None, 1)            65          fc2[0][0]                        \n",
      "==================================================================================================\n",
      "Total params: 18,576,193\n",
      "Trainable params: 254,209\n",
      "Non-trainable params: 18,321,984\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(loss='binary_crossentropy',\n",
    "              optimizer='adam',\n",
    "              metrics=['acc'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/25\n",
      "285/285 [==============================] - 638s 2s/step - loss: 0.6001 - acc: 0.6728 - val_loss: 0.4028 - val_acc: 0.8158\n",
      "Epoch 2/25\n",
      "285/285 [==============================] - 605s 2s/step - loss: 0.3681 - acc: 0.8284 - val_loss: 0.3260 - val_acc: 0.8605\n",
      "Epoch 3/25\n",
      "285/285 [==============================] - 581s 2s/step - loss: 0.3099 - acc: 0.8637 - val_loss: 0.3453 - val_acc: 0.8395\n",
      "Epoch 4/25\n",
      "285/285 [==============================] - 564s 2s/step - loss: 0.2817 - acc: 0.8742 - val_loss: 0.3120 - val_acc: 0.8658\n",
      "Epoch 5/25\n",
      "285/285 [==============================] - 568s 2s/step - loss: 0.2553 - acc: 0.8883 - val_loss: 0.4006 - val_acc: 0.8158\n",
      "Epoch 6/25\n",
      "285/285 [==============================] - 567s 2s/step - loss: 0.2000 - acc: 0.9119 - val_loss: 0.2540 - val_acc: 0.8789\n",
      "Epoch 7/25\n",
      "285/285 [==============================] - 568s 2s/step - loss: 0.1575 - acc: 0.9354 - val_loss: 0.2564 - val_acc: 0.8816\n",
      "Epoch 8/25\n",
      "285/285 [==============================] - 570s 2s/step - loss: 0.1293 - acc: 0.9510 - val_loss: 0.2549 - val_acc: 0.8763\n",
      "Epoch 9/25\n",
      "285/285 [==============================] - 563s 2s/step - loss: 0.1194 - acc: 0.9529 - val_loss: 0.2288 - val_acc: 0.8947\n",
      "Epoch 10/25\n",
      "285/285 [==============================] - 559s 2s/step - loss: 0.0887 - acc: 0.9634 - val_loss: 0.2659 - val_acc: 0.8763\n",
      "Epoch 11/25\n",
      "285/285 [==============================] - 559s 2s/step - loss: 0.0796 - acc: 0.9720 - val_loss: 0.5500 - val_acc: 0.8053\n",
      "Epoch 12/25\n",
      "285/285 [==============================] - 558s 2s/step - loss: 0.0728 - acc: 0.9722 - val_loss: 0.3548 - val_acc: 0.8789\n",
      "Epoch 13/25\n",
      "285/285 [==============================] - 558s 2s/step - loss: 0.0530 - acc: 0.9826 - val_loss: 0.2316 - val_acc: 0.9079\n",
      "Epoch 14/25\n",
      "285/285 [==============================] - 560s 2s/step - loss: 0.0393 - acc: 0.9871 - val_loss: 0.2293 - val_acc: 0.9158\n",
      "Epoch 15/25\n",
      "285/285 [==============================] - 561s 2s/step - loss: 0.0380 - acc: 0.9868 - val_loss: 0.2272 - val_acc: 0.9158\n",
      "Epoch 16/25\n",
      "285/285 [==============================] - 566s 2s/step - loss: 0.0226 - acc: 0.9920 - val_loss: 0.2523 - val_acc: 0.9211\n",
      "Epoch 17/25\n",
      "285/285 [==============================] - 568s 2s/step - loss: 0.0389 - acc: 0.9900 - val_loss: 0.3256 - val_acc: 0.9000\n",
      "Epoch 18/25\n",
      "285/285 [==============================] - 568s 2s/step - loss: 0.0202 - acc: 0.9937 - val_loss: 0.2961 - val_acc: 0.9000\n",
      "Epoch 19/25\n",
      "285/285 [==============================] - 570s 2s/step - loss: 0.0503 - acc: 0.9774 - val_loss: 0.5417 - val_acc: 0.8526\n",
      "Epoch 20/25\n",
      "285/285 [==============================] - 561s 2s/step - loss: 0.0853 - acc: 0.9709 - val_loss: 0.3032 - val_acc: 0.9132\n",
      "Epoch 21/25\n",
      "285/285 [==============================] - 560s 2s/step - loss: 0.0063 - acc: 0.9990 - val_loss: 0.3786 - val_acc: 0.8842\n",
      "Epoch 22/25\n",
      "285/285 [==============================] - 560s 2s/step - loss: 0.0712 - acc: 0.9736 - val_loss: 0.3149 - val_acc: 0.8947\n",
      "Epoch 23/25\n",
      "285/285 [==============================] - 561s 2s/step - loss: 0.0070 - acc: 0.9982 - val_loss: 0.2847 - val_acc: 0.9105\n",
      "Epoch 24/25\n",
      "285/285 [==============================] - 560s 2s/step - loss: 0.0023 - acc: 1.0000 - val_loss: 0.3041 - val_acc: 0.9263\n",
      "Epoch 25/25\n",
      "285/285 [==============================] - 560s 2s/step - loss: 8.5248e-04 - acc: 1.0000 - val_loss: 0.2892 - val_acc: 0.9263\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(train_X, train_y,\n",
    "                              batch_size=10,\n",
    "                              epochs=25, \n",
    "                              validation_data=(val_X, val_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "acc = history.history['acc']\n",
    "val_acc = history.history['val_acc']\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(acc) + 1)\n",
    "\n",
    "plt.plot(epochs, acc, 'bo', label='Training acc')\n",
    "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
    "plt.title('Training and validation accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(epochs, loss, 'bo', label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy:\t 1.0\n",
      "Val Accuracy:\t 0.9263157844543457\n",
      "Test Accuracy:\t 0.9035087719298246\n",
      "Precision:\t 0.9078014184397163\n",
      "Recall:\t\t 0.8982456140350877\n",
      "F1 Score:\t 0.9029982363315696\n",
      "AUC:\t\t 0.9035087719298246\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "## Test Accuracy\n",
    "predictions = model.predict(test_X)\n",
    "ypred = predictions > 0.5\n",
    "test_acc = accuracy_score(test_y, ypred)\n",
    "\n",
    "from sklearn.metrics import precision_recall_fscore_support, roc_auc_score\n",
    "\n",
    "precision, recall, f1score, _ = precision_recall_fscore_support(test_y, ypred, average='binary')\n",
    "\n",
    "auc = roc_auc_score(test_y, ypred)\n",
    "\n",
    "print(\"Train Accuracy:\\t\", acc[-1])\n",
    "print(\"Val Accuracy:\\t\", val_acc[-1])\n",
    "print(\"Test Accuracy:\\t\", test_acc)\n",
    "print(\"Precision:\\t\", precision)\n",
    "print(\"Recall:\\t\\t\", recall)\n",
    "print(\"F1 Score:\\t\", f1score)\n",
    "print(\"AUC:\\t\\t\", auc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}