fgsm

There are 1 repository under fgsm 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.
adversarial-examples paddlepaddle machine-learning security deep-learning adversarial-example onnx graphpipe fgsm adversarial-attacks deepfool
Language:Jupyter Notebook 1368
thu-ml / ares
A Python library for adversarial machine learning focusing on benchmarking adversarial robustness.
adversarial-machine-learning benchmark-framework adversarial-attacks adversarial-robustness fgsm bim mi-fgsm deepfool nes spsa boundary evolutionary mmlda distillation hgd pca
Language:Python 462
sarathknv / adversarial-examples-pytorch
Implementation of Papers on Adversarial Examples
adversarial-examples adversarial-attacks adversarial-perturbations adversarial-defence adversarial-learning generative-adversarial-networks fgsm deep-neural-networks deep-learning pytorch python3 opencv visualization perturbations random-perturbations adversarial-networks adversarial-images semantic-adversarial-examples
Language:Python 377
Mrzhouqifei / DBA
Detection by Attack: Detecting Adversarial Samples by Undercover Attack
adversarial-detection adversarial-samples fgsm bim jsma cw undercover-attack dba
Language:Python 202
jsikyoon / adv_attack_capsnet
Tensorflow Implementation of Adversarial Attack to Capsule Networks
adversarial-example fgsm capsule-network tensorflow
Language:Python 176
wanglouis49 / pytorch-adversarial_box
PyTorch library for adversarial attack and training
pytorch adversarial-examples adversarial-learning adversarial-example fgsm
Language:Python 141
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.
pytorch-implementation adversarial-attacks adversarial-defense adversarial-examples mi-fgsm defense distillation attack temperature fgsm
Language:Jupyter Notebook 106
poloclub / jpeg-defense
SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression
jpeg-compression deep-learning vaccination paper shield video-demo defense adversarial-machine-learning security tensorflow imagenet-dataset carlini-wagner fgsm i-fgsm deepfool dnn attack intel georgia-tech
Language:Python 82
edosedgar / mtcnnattack
The first real-world adversarial attack on MTCNN face detetction system to date
mtcnn real-world fgsm face-detection adversarial-attacks
Language:Python 71
Jeffkang-94 / pytorch-adversarial-attack
Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)
fgsm pgd mi-fgsm madrylab-challenge adversarial-attacks pytorch
Language:Python 68
snakers4 / msc-2018-final
python3 pytorch adversarial-attacks fgsm fgvm
Language:Python 66
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.
fgsm pgd pytorch adversarial-training adversarial-attacks adversarial
Language:Python 34
kaiyoo / ML-Anomaly-Detection
Detection of network traffic anomalies using unsupervised machine learning
anomaly-detection anomalydetection unsupervised-machine-learning clustering-algorithm iforest ocsvm oneclasssvm adversarial-machine-learning adversarial-samples fgsm fast-gradient-sign-attack fast-gradient-sign clustering network-analysis security-analytics adversarial-attacks adversarial-learning machine-learning deep-learning unsupervised-learning
Language:Jupyter Notebook 23
lepoeme20 / Adversarial-Attacks
Reproduce multiple adversarial attack methods
adversarial-attacks adversarial-examples cw deepfool fgsm pgd python3 pytorch
Language:Python 22
AgentMaker / Paddle-Adversarial-Toolbox
Paddle-Adversarial-Toolbox (PAT) is a Python library for Deep Learning Security based on PaddlePaddle.
fgsm pgd bim paddlepaddle paddle
Language:Python 17
mjDelta / kervolution-under-adversarial-attack-pytorch
implement Kervolutional Neural Networks (CVPR, 2019) and compare with CNN under the white box attack
kervolutional-neural-networks kervolution kernel fgsm
Language:Jupyter Notebook 12
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。
fgsm adversarial-examples yolov3 uea
Language:Python 11
Mayukhdeb / deep-chicken-saviour
using adversarial attacks to confuse deep-chicken-terminator :shield: :chicken:
fgsm computer-vision pytorch adversarial-attacks adversarial-examples object-detection opencv
Language:Jupyter Notebook 7
tarun360 / Adversarial-Attack-on-3D-U-Net-model-Brain-Tumour-Segmentation.
Adversarial Attack on 3D U-Net model: Brain Tumour Segmentation.
adversarial-attacks fgsm computer-vision segmentation brain-tumor-segmentaiton carlini-wagner-attack fast-gradient-sign-attack u-net robust robustness deep-learning convolutional-neural-networks machine-learning visualization dice-coefficient unbalanced-data brain-tumor brain-tumour enhancing
Language:Jupyter Notebook 7
pradeep-pyro / FGS
Fast Gradient Sign Method for Adversarial Attack (PyTorch)
fgsm pytorch
Language:Python 6
rajeevsahay / ae-defenses
machine-learning artificial-intelligence artificial-neural-networks computer-vision fgsm autoencoders dimensionality-reduction adversarial-attacks adversarial-machine-learning
Language:Python 6
n0mi1k / perturbify
A Tensorflow adversarial machine learning attack toolkit to add perturbations and cause image recognition models to misclassify an image
adversarial-attacks adversarial-machine-learning tensorflow deepfool fgsm
Language:Python 5
Kartik17 / Data-Augmentation-combined-with-Adversarial-Examples-for-Robust-Point-Cloud-Classification
point-cloud 3d-deep-learning point-network dgcnn data-augmentation point-augment fgsm adversarial-attacks adversarial-examples gans generative-adversarial-network classification modelnet-dataset modelnet
Language:Python 4
Ksuryateja / AdvExGAN
Adversarial Attack using a DCGAN
python pytorch-gan adversarial-attacks epsilon-values-mentioned fgsm whitebox-attacks loss unperturbed-images googlenet dcgan discriminator perturbations
Language:Python 4
nikhitmago / adversarial-attacks-cnn
Implementing white box adversarial attacks on parameters and architecture of CNN in PyTorch
cnn pytorch deep-learning adversarial-attacks fgsm i-fgsm computer-vision
Language:Jupyter Notebook 4
aminul-huq / WideResNet_MNIST_Adversarial_Training
WideResNet implementation on MNIST dataset. FGSM and PGD adversarial attacks on standard training, PGD adversarial training, and Feature Scattering adversarial training.
wideresnet mnist fgsm pgd-adversarial-attacks feature-scattering adversarial-training adversarial-machine-learning adversarial-attacks
Language:Python 3
LawrenceMMStewart / Segat
FGSM attack Pytorch module for semantic segmentation networks, with examples provided for Deeplab V3.
deeplab-v3 fgsm pytorch semantic-segmentation-networks valeo vision
Language:Python 3
yahi61006 / adversarial-attack-on-mtcnn
adversarial patch train by I-FGSM to attack on MTCNN face detection system
tensorflow2 mtcnn adversarial-attacks fgsm
Language:Python 3
bliutech / adversarial-networks
ECE C147: Neural Networks & Deep Learning. Repository for "Developing Robust Networks to Defend Against Adversarial Examples". Implementing adversarial data augmentation on CNNs and RNNs.
adversarial-learning cnn fgsm pytorch rnn
Language:Python 2
csgwon / pytorch-simple-examples
Simple example notebooks using PyTorch
pytorch saliency-map fgsm deep-learning gradient-ascent
Language:Jupyter Notebook 2
makhanov / CNN_pytorch_adversarial_attack_Fashion_MNIST
Repository consists of pre-trained CNN model in pytorch, hitting 89% on Fashion MNIST dataset. Adversarial attack was implemented on a given model. Results are below.
adversarial-machine-learning cnn-model cnn-pytorch fashion-mnist-dataset fgsm pytorch
Language:Python 2
PouriaAzadehR / Enhanced-Lung-Cancer-Detection
A Comprehensive Study on Cloud-Based Model Interpretability, Accountability, and Privacy in Machine Learning with Resilience to Adversarial Attacks
fgsm grad-cam lung-cancer-detection resnet-50 transfer-learning adversarial-attacks adversarial-machine-learning adversarial-training
Language:Jupyter Notebook 2
selous123 / libadver
Package for adversarial attack in pytorch
attack pytorch pgd fgsm
Language:Python 2
sohailahmedkhan / Adversarial-Attack-on-Fine-Tuned-Flood-Detection-Model
Implementation of FGSM (Fast Gradient Sign Method) attack on fine-tuned MobileNet architecture trained for flood detection in images.
adversarial-attacks adversarial-machine-learning fast-gradient-sign-attack fgsm image-classification keras neural-networks python tensorflow
Language:Jupyter Notebook 2
vinuthags / adversarial_attack
Adversarial Attacks on MNIST
cnn deepfool fgsm lbfgs tensorflow
Language:Jupyter Notebook 1
Y3NH0 / FGSM_adversarial_attack_on_malware_detection
adversarial attack on malware detector
adversarial-attacks fgsm machine-learning malware-detection
Language:Jupyter Notebook 1

fgsm

advboxes / AdvBox

thu-ml / ares

sarathknv / adversarial-examples-pytorch

Mrzhouqifei / DBA

jsikyoon / adv_attack_capsnet

wanglouis49 / pytorch-adversarial_box

as791 / Adversarial-Example-Attack-and-Defense

poloclub / jpeg-defense

edosedgar / mtcnnattack

Jeffkang-94 / pytorch-adversarial-attack

snakers4 / msc-2018-final

AlbertMillan / adversarial-training-pytorch

kaiyoo / ML-Anomaly-Detection

lepoeme20 / Adversarial-Attacks

AgentMaker / Paddle-Adversarial-Toolbox

mjDelta / kervolution-under-adversarial-attack-pytorch

messi84 / Multiple-Adversarial_Examples_attack

Mayukhdeb / deep-chicken-saviour

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

pradeep-pyro / FGS

rajeevsahay / ae-defenses

n0mi1k / perturbify

Kartik17 / Data-Augmentation-combined-with-Adversarial-Examples-for-Robust-Point-Cloud-Classification

Ksuryateja / AdvExGAN

nikhitmago / adversarial-attacks-cnn

aminul-huq / WideResNet_MNIST_Adversarial_Training

LawrenceMMStewart / Segat

yahi61006 / adversarial-attack-on-mtcnn

bliutech / adversarial-networks

csgwon / pytorch-simple-examples

makhanov / CNN_pytorch_adversarial_attack_Fashion_MNIST

PouriaAzadehR / Enhanced-Lung-Cancer-Detection

selous123 / libadver

sohailahmedkhan / Adversarial-Attack-on-Fine-Tuned-Flood-Detection-Model

vinuthags / adversarial_attack

Y3NH0 / FGSM_adversarial_attack_on_malware_detection