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Adversarial Network Attacks (PGD, pixel, FGSM) Noise on MNIST Images Dataset using Python (Pytorch)

DataSet: MNIST Images Datasets

API that are used in this Project:

  • torch
  • torchvision
  • cv2
  • skimage
  • numpy
  • matplotlib
  • time

MNIST Images

download-1

Adversarial Network PGD Attack

download-2

Adversarial Network FGSM Attack

download-3

Adversarial Network OnePixel Attack

download-4

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Adversarial Network Attacks (PGD, pixel, FGSM) Noise on MNIST Images Dataset using Python (Pytorch)

github.com/aaaastark/adversarial-network-attack-noise-on-mnist-dataset-pytorch

Topics

python machine-learning time deep-learning numpy torch pytorch mnist mnist-dataset matplotlib adversarial-networks cv2 skimage adversarial-attacks torchvision pixel-attack fgsm-attack pgd-attack

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