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fgsm

Here are 49 public repositories matching this topic...

AdvBox

advboxes / AdvBox

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

Updated Feb 15, 2023
Jupyter Notebook

thu-ml / ares

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

Updated Mar 1, 2023
Python

sarathknv / adversarial-examples-pytorch

Implementation of Papers on Adversarial Examples

visualization opencv deep-neural-networks deep-learning python3 pytorch adversarial-networks generative-adversarial-networks adversarial-learning adversarial-examples fgsm adversarial-attacks adversarial-images perturbations adversarial-defence adversarial-perturbations random-perturbations

Updated Jan 19, 2019
Python

Mrzhouqifei / DBA

Detection by Attack: Detecting Adversarial Samples by Undercover Attack

dba bim cw adversarial-samples fgsm adversarial-detection jsma undercover-attack

Updated Feb 13, 2021
Python

jsikyoon / adv_attack_capsnet

Tensorflow Implementation of Adversarial Attack to Capsule Networks

tensorflow adversarial-example fgsm capsule-network

Updated Nov 9, 2017
Python

wanglouis49 / pytorch-adversarial_box

PyTorch library for adversarial attack and training

pytorch adversarial-learning adversarial-example adversarial-examples fgsm

Updated Jan 16, 2019
Python

poloclub / jpeg-defense

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

Updated Mar 24, 2023
Python

as791 / Adversarial-Example-Attack-and-Defense

This repository contains the implementation of three adversarial example attack methods FGSM, IFGSM, MI-FGSM and one Distillation as defense against all attacks using MNIST dataset.

attack temperature defense adversarial-examples distillation fgsm adversarial-attacks pytorch-implementation adversarial-defense mi-fgsm

Updated Dec 17, 2020
Jupyter Notebook

snakers4 / msc-2018-final

python3 pytorch fgsm adversarial-attacks fgvm

Updated Jun 9, 2018
Python

edosedgar / mtcnnattack

The first real-world adversarial attack on MTCNN face detetction system to date

face-detection real-world mtcnn fgsm adversarial-attacks

Updated May 27, 2021
Python

Jeffkang-94 / pytorch-adversarial-attack

Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)

pgd pytorch fgsm adversarial-attacks mi-fgsm madrylab-challenge

Updated Jul 8, 2021
Python

AlbertMillan / adversarial-training-pytorch

Implementation of adversarial training under fast-gradient sign method (FGSM), projected gradient descent (PGD) and CW using Wide-ResNet-28-10 on cifar-10. Sample code is re-usable despite changing the model or dataset.

pgd pytorch adversarial fgsm adversarial-attacks adversarial-training

Updated May 15, 2020
Python

lepoeme20 / Adversarial-Attacks

Reproduce multiple adversarial attack methods

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

Updated May 5, 2020
Python

AgentMaker / Paddle-Adversarial-Toolbox

Paddle-Adversarial-Toolbox (PAT) is a Python library for Deep Learning Security based on PaddlePaddle.

pgd bim paddle paddlepaddle fgsm

Updated Nov 13, 2021
Python

mjDelta / kervolution-under-adversarial-attack-pytorch

implement Kervolutional Neural Networks (CVPR, 2019) and compare with CNN under the white box attack

kernel fgsm kervolutional-neural-networks kervolution

Updated May 20, 2019
Jupyter Notebook

messi84 / Multiple-Adversarial_Examples_attack

六代兴亡如梦，苒苒惊时月。纵使岁寒途远，此志应难夺。

adversarial-examples fgsm uea yolov3

Updated Mar 15, 2020
Python

kaiyoo / ML-Anomaly-Detection

Detection of network traffic anomalies using unsupervised machine learning

machine-learning deep-learning clustering network-analysis unsupervised-learning anomalydetection clustering-algorithm anomaly-detection adversarial-learning unsupervised-machine-learning adversarial-machine-learning adversarial-samples fgsm adversarial-attacks iforest ocsvm fast-gradient-sign oneclasssvm security-analytics fast-gradient-sign-attack

Updated Jan 26, 2022
Jupyter Notebook

Mayukhdeb / deep-chicken-saviour

using adversarial attacks to confuse deep-chicken-terminator 🛡️ 🐔

opencv computer-vision pytorch object-detection adversarial-examples fgsm adversarial-attacks

Updated Sep 13, 2020
Jupyter Notebook

rajeevsahay / ae-defenses

machine-learning computer-vision artificial-intelligence dimensionality-reduction artificial-neural-networks autoencoders adversarial-machine-learning fgsm adversarial-attacks

Updated Feb 18, 2019
Python

tarun360 / Adversarial-Attack-on-3D-U-Net-model-Brain-Tumour-Segmentation.

Adversarial Attack on 3D U-Net model: Brain Tumour Segmentation.

visualization machine-learning computer-vision deep-learning robust segmentation convolutional-neural-networks robustness enhancing u-net fgsm adversarial-attacks unbalanced-data dice-coefficient brain-tumor brain-tumor-segmentaiton brain-tumour fast-gradient-sign-attack carlini-wagner-attack

Updated Jun 16, 2020
Jupyter Notebook

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