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pgd-attack

Here are 12 public repositories matching this topic...

hammaad2002 / ASRAdversarialAttacks

An ASR (Automatic Speech Recognition) adversarial attack repository.

transformers asr adversarial-machine-learning adversarial-attacks carlini-wagner huggingface pgd-adversarial-attacks transformers-library huggingface-transformer carlini-wagner-attack huggingface-transformers huggingface-library transformers-models wav2vec2 fgsm-attack pgd-attack transformers-model projected-gradient-desent

Updated Nov 7, 2023
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fanghenshaometeor / vanilla-adversarial-training

vanilla training and adversarial training in PyTorch

deep-learning pytorch vgg cifar10 wideresnet cifar100 adversarial-training adversarial-attack vanilla-training fgsm-attack pgd-attack

Updated Feb 19, 2022
Python

Shreyasi2002 / Adversarial_Attack_Defense

This work is based on enhancing the robustness of targeted classifier models against adversarial attacks. To achieve this, a convolutional autoencoder-based approach is employed that effectively counters adversarial perturbations introduced to the input images.

deep-neural-networks cnn classification autoencoder vgg16 defense adversarial-attacks fgsm-attack pgd-attack

Updated Dec 23, 2023
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deepmancer / adversarial-attacks-robustness

Evaluating CNN robustness against various adversarial attacks, including FGSM and PGD.

deep-learning notebook cnn pytorch robustness adversarial-attacks pgd-adversarial-attacks fgsm-attack pgd-attack targetted-attacks

Updated Aug 16, 2024
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abhijitpal1247 / Projected-Gradient-Descent-with-CIFAR10

Implementation of PGD attack on a model trained on cifar10 dataset in TensorFlow. Also, FID between original images and generated images has been calculated.

tensorflow adversarial-attacks tensorflow2 pgd-attack

Updated Nov 9, 2020
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ericyoc / adversarial-defense-cnn-poc

A classical or convolutional neural network model with adversarial defense protection

ai ml convolutional-neural-network adversarial-examples mnist-handwriting-recognition adversarial-attacks adversarial-training white-box-attacks carlini-wagner-attack emnist-digits fgsm-attack pgd-attack

Updated Sep 4, 2024
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aaaastark / adversarial-network-attack-noise-on-mnist-dataset-pytorch

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

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

Updated Jun 29, 2022

GeorgeMLP / adversarial-attacks

Implementations for several white-box and black-box attacks.

adversarial-attacks cw-attack zoo-attack fgsm-attack pgd-attack

Updated Aug 25, 2021
Python

adversarial-defense-hnn-poc

ericyoc / adversarial-defense-hnn-poc

A classical-quantum or hybrid neural network with adversarial defense protection

ai ml mnist-classification quantum-circuit adversarial-examples mnist-handwriting-recognition adversarial-attacks cirq adversarial-training carlini-wagner-attack emnist-digits fgsm-attack pgd-attack

Updated Sep 4, 2024
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Kahsolt / Retreaval-based-Adversarial-Defense

Adversarial defense by retreaval-based methods

image-classification adversarial-defense pgd-attack retreaval-based

Updated Feb 17, 2024
Python

Inpyo-Hong / Knowledge-distillation-vulnerability-of-DeiT-through-CNN-adversarial-attack

"Neural Computing and Applications" Published Paper (2023)

knowledge-distillation adversarial-attacks deit fgsm-attack pgd-attack

Updated Nov 28, 2024
Python

arushi2509 / Defense-Mechanisms-Against-Adversarial-Attacks-in-Computer-Vision-

Developed robust image classification models to prevent the effect of adversarial attacks

cifar-10 adversarial-attacks resnet-18 gaussian-noise defense-mechanism carlini-wagner-attack fgsm-attack pgd-attack

Updated Dec 29, 2023
Jupyter Notebook

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