fgsm-attack

Here are 25 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
Jupyter Notebook

fanghenshaometeor / vanilla-adversarial-training

Star

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

SeungjaeLim / Machine_Learning_Security

Star

Individual Study in Computer Architecture and Systems Laboratory (CASYS) with Prof.Jaehyuk Huh in 2021 Summer

slalom tpu eyeriss fgsm-attack steal-ml deepsniffer gemmini

Updated Jan 19, 2022
Jupyter Notebook

Shreyasi2002 / Adversarial_Attack_Defense

Star

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
Jupyter Notebook

abhinav-bohra / Adversarial-Machine-Learning

Star

Adversarial Sample Generation

adversarial-learning adversarial-machine-learning adversarial-examples adversarial-attacks secure-and-private-ai pgd-adversarial-attacks fast-gradient-sign-attack fgsm-attack projected-gradient-desent dependable-ai

Updated May 10, 2023
Jupyter Notebook

deepmancer / adversarial-attacks-robustness

Star

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
Jupyter Notebook

ericyoc / adversarial-defense-cnn-poc

Star

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
Jupyter Notebook

aaaastark / adversarial-network-attack-noise-on-mnist-dataset-pytorch

Star

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

fiannac / NNAdversarialAttacks

Star

Adversarial attacks on CNN using the FSGM technique.

adversarial-attacks fgsm-attack

Updated Jul 22, 2022
Jupyter Notebook

pepealessio / Adversarial-Face-Identification

Star

An University Project for the AI4Cybersecurity class.

art resnet-50 face-identification adversarial-machine-learning adversarial-attacks adversarial-detection pgd-adversarial-attacks adversarial-robustness-toolbox evasion-attack fgsm-attack bim-attack adversarial-faces

Updated Jun 22, 2022
Jupyter Notebook

JuoTungChen / Adversarial_attacks_DCNN

Star

This repository contains the implementation of three adversarial example attacks including FGSM, noise, semantic attack and a defensive distillation approach to defense against the FGSM attack.

neural-network googlenet defense distillation adversarial-attacks fgsm-attack semantic-attack noise-attack

Updated Nov 8, 2022
Python

Cyb5r4Gene / Attack-Analysis-of-Face-Recognition-Authentication-Systems-Using-Fast-Gradient-Sign-Method-FGSM-

Star

This study was conducted in collaboration with the University of Prishtina (Kosovo) and the University of Oslo (Norway). This implementation is part of the paper entitled "Attack Analysis of Face Recognition Authentication Systems Using Fast Gradient Sign Method", published in the International Journal of Applied Artificial Intelligence by Taylo…

machine-learning authentication artificial-intelligence biometrics face-recognition transfer-learning cnn-model adversarial-attacks targeted-adversarial-attacks fgsm-attack