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advboxes /AdvBox

Star1.4k

Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.

security machine-learning deep-learning paddlepaddle adversarial-example adversarial-examples onnx fgsm adversarial-attacks deepfool graphpipe

UpdatedFeb 15, 2023
Jupyter Notebook

thu-ml /ares

Star524

A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.

nes pca bim benchmark-framework evolutionary spsa boundary adversarial-machine-learning distillation fgsm adversarial-attacks deepfool adversarial-robustness mi-fgsm mmlda hgd

UpdatedOct 15, 2023
Python

poloclub /jpeg-defense

Star82

SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

security deep-learning attack tensorflow paper intel dnn shield defense georgia-tech vaccination adversarial-machine-learning imagenet-dataset fgsm video-demo jpeg-compression carlini-wagner i-fgsm deepfool

UpdatedMar 24, 2023
Python

lepoeme20 /Adversarial-Attacks

Star21

Reproduce multiple adversarial attack methods

pgd python3 pytorch cw adversarial-examples fgsm adversarial-attacks deepfool

UpdatedMay 5, 2020
Python

Dawn-David /DeepFool_MNIST

Star16

Based on Pytorch, the Adversarial Attack algorithm DeepFool, targeting the Mnist data set and ResNet18 network

pytorch mnist adversarial deepfool

UpdatedJul 28, 2020
Jupyter Notebook

gralliry /Adversarial-Attack-Generation-Techniques

Star10

Adversarial attack generation techniques for CIFAR10 based on Pytorch: L-BFGS, FGSM, I-FGSM, MI-FGSM, DeepFool, C&W, JSMA, ONE-PIXEL, UPSET

deep-learning neural-network pytorch gan cw upset fgsm deepfool jsma one-pixel

UpdatedSep 13, 2025
Python

aminul-huq /DeepFool

Star8

PyTorch implementation of DeepFool adversarial attack.

pretrained-models imagenet-classifier adversarial-machine-learning adversarial-attacks deepfool

UpdatedApr 17, 2020
Jupyter Notebook

lokender /REGroup

Star6

Official implementation of the paper: "REGroup: Rank-aggregating Ensemble of Generative Classifiers for Robust Predictions", IEEE WACV, 2022

machine-learning pgd classification robust ensemble resnet adversarial vgg19 cifar10 adversarial-machine-learning adversarial-attacks deepfool borda-count robust-machine-learning benign robust-estimation robust-statistics regroup robust-predictions

UpdatedNov 25, 2021
Jupyter Notebook

n0mi1k /perturbify

Star5

A Tensorflow adversarial machine learning attack toolkit to add perturbations and cause image recognition models to misclassify an image

tensorflow adversarial-machine-learning fgsm adversarial-attacks deepfool

UpdatedAug 31, 2023
Python

vinuthags /adversarial_attack

Star3

Adversarial Attacks on MNIST

tensorflow cnn lbfgs fgsm deepfool

UpdatedNov 8, 2022
Jupyter Notebook

alejandromorislara /Environmental-Sound-Classification-with-Deep-Learning-a-Deepfool-Approach

Star1

This repository implements deep learning models (CNNs, RNNs, and CRNNs) for classifying environmental sounds using spectral features like MFCCs and Mel spectrograms. It includes data preprocessing, model training, and evaluation, optimized for datasets like UrbanSound8K.

deep-learning audio-processing deepfool

UpdatedDec 3, 2024
Jupyter Notebook

ACM40960 /project-21200461

Star0

Adversarial Attacks on Image data

deep-neural-networks computer-vision keras lbfgs adversarial-attacks deepfool tensorflow2 fgsm-attack

UpdatedJul 31, 2022
Jupyter Notebook

Crostino14 /AI-For-Cybersecurity-Project

Star0

"Security Evaluation of a Face Recognition System": Final project for the AI for Cybersecurity course. This repository explores the robustness of deep learning image classifiers against adversarial attacks and evaluating common defense strategies.

pgd face-recognition face-detection bim resnet-50 adversarial-machine-learning fgsm carlini-wagner deepfool vggface2 jpeg-compression-technique spatial-smoothing feature-squeezing

UpdatedMay 29, 2025
Jupyter Notebook

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