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Top 20 adversarial-examples open source projects

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

✭ 2,638

python artificial-intelligence attack extraction privacy ai inference evasion red-team poisoning adversarial-machine-learning blue-team adversarial-examples adversarial-attacks trusted-ai trustworthy-ai

Foolbox

A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

✭ 2,108

python Jupyter Notebook machine-learning pytorch tensorflow keras adversarial-examples adversarial-attacks jax

Adversarial-Examples-Paper

Paper list of Adversarial Examples

✭ 20

adversarial-examples adversarial-attacks

adaptive-segmentation-mask-attack

Pre-trained model, code, and materials from the paper "Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation" (MICCAI 2019).

✭ 50

python segmentation adversarial-examples u-net

adversarial-vision-challenge

NIPS Adversarial Vision Challenge

✭ 39

python shell machine-learning deep-neural-networks neural-networks robustness adversarial-examples

awesome-machine-learning-reliability

A curated list of awesome resources regarding machine learning reliability.

✭ 31

adversarial-machine-learning adversarial-examples machine-leraning-reliability machine-learning-testing

tulip

Scaleable input gradient regularization

✭ 19

python shell computer-vision deep-learning regularization adversarial-learning adversarial-machine-learning adversarial-examples gradient-regularization input-gradient-regularization

GROOT

[ICML 2021] A fast algorithm for fitting robust decision trees. http://proceedings.mlr.press/v139/vos21a.html

✭ 15

python decision-trees adversarial-examples

ijcnn19attacks

Adversarial Attacks on Deep Neural Networks for Time Series Classification

✭ 57

Jupyter Notebook python deep-neural-networks deep-learning time-series-classification adversarial-examples adversarial-attacks

robust-local-lipschitz

A Closer Look at Accuracy vs. Robustness

✭ 75

python Jupyter Notebook shell robustness adversarial-machine-learning adversarial-examples tradeoff local-lipschitz

adversarial-attacks

Code for our CVPR 2018 paper, "On the Robustness of Semantic Segmentation Models to Adversarial Attacks"

✭ 90

python caffe computer-vision deep-learning semantic-segmentation adversarial-examples

avc nips 2018

Code to reproduce the attacks and defenses for the entries "JeromeR" in the NIPS 2018 Adversarial Vision Challenge

✭ 18

python machine-learning adversarial-examples

adv-dnn-ens-malware

adversarial examples, adversarial malware examples, adversarial malware detection, adversarial deep ensemble, Android malware variants

✭ 33

python Smali deep-neural-networks cybersecurity malware-detection adversarial-examples adversarial-deep-ensemble adversarial-malware-detection

procedural-advml

Task-agnostic universal black-box attacks on computer vision neural network via procedural noise (CCS'19)

✭ 47

Jupyter Notebook python keras noise papers perlin-noise deep-convolutional-networks adversarial-machine-learning adversarial-examples universal-adversarial-perturbations adversarial-attacks black-box-attacks procedural-noise-functions gabor-noise procedural-noise

RobustTrees

[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples

✭ 62

C++scala python r Cuda java xgboost gbdt gbm gbrt decision-trees adversarial-examples robust-decision-trees

denoised-smoothing

Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs

✭ 82

Jupyter Notebook python shell machine-learning computer-vision deep-learning aws-rekognition neural-networks image-classification clarifai google-cloud-vision adversarial-examples azure-computer-vision adversarial-defense adversarial-robustness provable-defense

rs4a

Randomized Smoothing of All Shapes and Sizes (ICML 2020).

✭ 47

Jupyter Notebook python machine-learning adversarial-examples robust-machine-learning randomized-smoothing

generative adversary

Code for the unrestricted adversarial examples paper (NeurIPS 2018)

✭ 58

python HTML adversarial-examples adversarial-attacks neurips2018

pre-training

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

✭ 90

python shell uncertainty calibration robustness adversarial-examples pretrained data-corruption out-of-distribution-detection ml-safety

FGSM-Keras

Implemention of Fast Gradient Sign Method for generating adversarial examples in Keras

✭ 43

Jupyter Notebook adversarial-examples

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