|
| 1 | +import os |
| 2 | +import cv2 |
| 3 | +import numpy as np |
| 4 | +import zmq |
| 5 | + |
| 6 | +def detect(source): |
| 7 | + |
| 8 | + font = cv2.FONT_HERSHEY_SIMPLEX |
| 9 | + img = cv2.imread(source) |
| 10 | + |
| 11 | + cimg = img |
| 12 | + hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV) |
| 13 | + |
| 14 | + |
| 15 | + lower_red1 = np.array([0,100,100]) |
| 16 | + upper_red1 = np.array([10,255,255]) |
| 17 | + lower_red2 = np.array([160,100,100]) |
| 18 | + upper_red2 = np.array([180,255,255]) |
| 19 | + lower_green = np.array([40,50,50]) |
| 20 | + upper_green = np.array([90,255,255]) |
| 21 | + lower_yellow = np.array([15,150,150]) |
| 22 | + upper_yellow = np.array([35,255,255]) |
| 23 | + mask1 = cv2.inRange(hsv, lower_red1, upper_red1) |
| 24 | + mask2 = cv2.inRange(hsv, lower_red2, upper_red2) |
| 25 | + maskg = cv2.inRange(hsv, lower_green, upper_green) |
| 26 | + masky = cv2.inRange(hsv, lower_yellow, upper_yellow) |
| 27 | + maskr = cv2.add(mask1, mask2) |
| 28 | + |
| 29 | + size = img.shape |
| 30 | + |
| 31 | + r_circles = cv2.HoughCircles(maskr, cv2.HOUGH_GRADIENT, 1, 80, |
| 32 | + param1=50, param2=10, minRadius=0, maxRadius=30) |
| 33 | + |
| 34 | + g_circles = cv2.HoughCircles(maskg, cv2.HOUGH_GRADIENT, 1, 60, |
| 35 | + param1=50, param2=10, minRadius=0, maxRadius=30) |
| 36 | + |
| 37 | + y_circles = cv2.HoughCircles(masky, cv2.HOUGH_GRADIENT, 1, 30, |
| 38 | + param1=50, param2=5, minRadius=0, maxRadius=30) |
| 39 | + |
| 40 | + # traffic light detect |
| 41 | + r = 5 |
| 42 | + bound = 4.0 / 10 |
| 43 | + if r_circles is not None: |
| 44 | + r_circles = np.uint16(np.around(r_circles)) |
| 45 | + |
| 46 | + for i in r_circles[0, :]: |
| 47 | + if i[0] > size[1] or i[1] > size[0]or i[1] > size[0]*bound: |
| 48 | + continue |
| 49 | + |
| 50 | + h, s = 0.0, 0.0 |
| 51 | + for m in range(-r, r): |
| 52 | + for n in range(-r, r): |
| 53 | + |
| 54 | + if (i[1]+m) >= size[0] or (i[0]+n) >= size[1]: |
| 55 | + continue |
| 56 | + h += maskr[i[1]+m, i[0]+n] |
| 57 | + s += 1 |
| 58 | + if h / s > 50: |
| 59 | + cv2.circle(cimg, (i[0], i[1]), i[2]+10, (0, 255, 0), 2) |
| 60 | + cv2.circle(maskr, (i[0], i[1]), i[2]+30, (255, 255, 255), 2) |
| 61 | + #cv2.putText(cimg,'RED',(i[0], i[1]), font, 1,(255,0,0),2,cv2.LINE_AA) |
| 62 | + print("RED") |
| 63 | + if g_circles is not None: |
| 64 | + g_circles = np.uint16(np.around(g_circles)) |
| 65 | + |
| 66 | + for i in g_circles[0, :]: |
| 67 | + if i[0] > size[1] or i[1] > size[0] or i[1] > size[0]*bound: |
| 68 | + continue |
| 69 | + |
| 70 | + h, s = 0.0, 0.0 |
| 71 | + for m in range(-r, r): |
| 72 | + for n in range(-r, r): |
| 73 | + |
| 74 | + if (i[1]+m) >= size[0] or (i[0]+n) >= size[1]: |
| 75 | + continue |
| 76 | + h += maskg[i[1]+m, i[0]+n] |
| 77 | + s += 1 |
| 78 | + if h / s > 100: |
| 79 | + cv2.circle(cimg, (i[0], i[1]), i[2]+10, (0, 255, 0), 2) |
| 80 | + cv2.circle(maskg, (i[0], i[1]), i[2]+30, (255, 255, 255), 2) |
| 81 | + #cv2.putText(cimg,'GREEN',(i[0], i[1]), font, 1,(255,0,0),2,cv2.LINE_AA) |
| 82 | + print("GREEN") |
| 83 | + if y_circles is not None: |
| 84 | + y_circles = np.uint16(np.around(y_circles)) |
| 85 | + |
| 86 | + for i in y_circles[0, :]: |
| 87 | + if i[0] > size[1] or i[1] > size[0] or i[1] > size[0]*bound: |
| 88 | + continue |
| 89 | + |
| 90 | + h, s = 0.0, 0.0 |
| 91 | + for m in range(-r, r): |
| 92 | + for n in range(-r, r): |
| 93 | + |
| 94 | + if (i[1]+m) >= size[0] or (i[0]+n) >= size[1]: |
| 95 | + continue |
| 96 | + h += masky[i[1]+m, i[0]+n] |
| 97 | + s += 1 |
| 98 | + if h / s > 50: |
| 99 | + cv2.circle(cimg, (i[0], i[1]), i[2]+10, (0, 255, 0), 2) |
| 100 | + cv2.circle(masky, (i[0], i[1]), i[2]+30, (255, 255, 255), 2) |
| 101 | + #cv2.putText(cimg,'YELLOW',(i[0], i[1]), font, 1,(255,0,0),2,cv2.LINE_AA) |
| 102 | + print("YELLOW") |
| 103 | + |
| 104 | + |
| 105 | + return cimg |
| 106 | +if __name__ == '__main__': |
| 107 | + |
| 108 | + |
| 109 | + while True: |
| 110 | + context = zmq.Context() |
| 111 | + socket = context.socket(zmq.REP) |
| 112 | + socket.bind("tcp://*:9000") |
| 113 | + message = socket.recv() |
| 114 | + print(message) |
| 115 | + detectimg =detect(message) |
| 116 | + sleep(0.05) |
| 117 | + # This function either gives out "RED" "YELLOW" or "GREEN" |
| 118 | + |
| 119 | + |
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