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Robustness And Interpretability ⭐ 25

Official repository for "Bridging Adversarial Robustness and Gradient Interpretability".

Unrolled Gans ⭐ 25

PyTorch Implementation of Unrolled Generative Adversarial Networks

Srgan Keras Implementation ⭐ 24

Photo Realistic Single Image Super-Resolution Using a Generative Adversarial Network implemented in Keras

A Primer On Adversarial Examples ⭐ 24

A Primer on Adversarial Examples の検証実験のプログラム

Synthesizing Robust Adversarial Examples ⭐ 24

My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-AW

Domain Adversarial Training Of Neural Networks ⭐ 24

implement Domain-Adversarial Training of Neural Networks

Adversarial Examples ⭐ 23

Adversarial Examples: Attacks and Defenses for Deep Learning

Tianchi_blackboxadversial ⭐ 22

安全AI挑战者计划第一期-人脸识别对抗正式赛第四名 Safety AI Challenger Program Phase 1 - Face Recognition Adversarial Example the 4th Place

Pytorch_daae ⭐ 21

Demonising Adversarial Auto-encoder in PyTorch

Hands On Adversarial Ml ⭐ 20

As seen at DEF CON and O'Reilly Live Trainings

Dancin_seq2seq ⭐ 19

Machine_learning ⭐ 19

This is a library of machine learning. I designed it to learn more about machine learning.

Introduction To Gan ⭐ 19

Introduction to Generative Adversarial Networks

Adversarialautoencoder ⭐ 18

Adversarial AutoEncoder implemented with MXNet

Shoe Design Using Generative Adversarial Networks ⭐ 18

Demo code for the paper ''Distributional Adversarial Networks''

Multi Agent Diverse Generative Adversarial Networks ⭐ 17

Easy-to-follow Pytorch tutorial Notebook for Multi-Agent-Diverse-Generative-Adversarial-Network

Fine Grained Style Transfer ⭐ 17

Code for AAAI2020 paper: "Revision in Continuous Space: Unsupervised Text Style Transfer without Adversarial Learning"

Deepnetworks ⭐ 17

My implementations of deep neural networks for practice.

Logograms Gan ⭐ 17

Generating logogams from the movie "Arrival" using generative adversarial networks in Keras

Bluff: Interactively Deciphering Adversarial Attacks on Deep Neural Networks

Ml Assignments ⭐ 16

ML assignments, about Regression, Classification, CNN, RNN, Explainable AI, Adversarial Attack, Network Compression, Seq2Seq, GAN, Transfer Learning, Meta Learning, Life-long Learning, Reforcement Learning. It will be challenging but cheerful work!

Tree Gan ⭐ 16

Generative Adversarial Network for Tree Structured Data

The code for the cycle wasserstein regression generative adversarial network model for semi supervised bi-directional regression.

Fgsm Pytorch ⭐ 15

A pytorch implementation of "Explaining and harnessing adversarial examples"

Strengthening Dnns ⭐ 15

Code repository to accompany the O'Reilly book: "Strengthening Deep Neural Networks: Making AI Less Susceptible to Adversarial Trickery"

Dcgan Dog Generator ⭐ 15

DCGAN model for generating fake images of dogs based on the Generative Dog Images Kaggle Competition (2019).

AISTATS 2019: Reference-based Adversarial Sampling & Its applications to Soft Q-learning

Advml Traffic Sign ⭐ 15

Code for the 'DARTS: Deceiving Autonomous Cars with Toxic Signs' paper

Conditioning of three-dimensional geological and pore scale generative adversarial networks

Pytorch Mnist Gan ⭐ 15

Adventures With Gans ⭐ 14

Showcasing various fun adventures with GANs

Comixgan ⭐ 14

ComixGAN - Generative Adversarial Network for transfering images to comics

Mcs2018_solution ⭐ 14

Mnist Adversarial Images ⭐ 14

Create adversarial images to fool a MNIST classifier in TensorFlow

Cntk Cyclegan ⭐ 14

CNTK based implementation of Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds (ECCV 2020)

Adversarialmnist ⭐ 13

Repo for generating images which fool a trained CNN on MNIST

Anime Sketch Colorizer ⭐ 13

Automatic Sketch Colorization with reference image

Pgd Pytorch ⭐ 13

A pytorch implementation of "Towards Deep Learning Models Resistant to Adversarial Attacks"

Ganocracy ⭐ 13

Gan Anime Characters ⭐ 13

Applied several Generative Adversarial Networks (GAN) techniques such as: DCGAN, WGAN and StyleGAN to generate Anime Faces and Handwritten Digits.

Security Weaknesses in Machine Learning

Trusted Ml Pipelines ⭐ 12

Trusted ML Pipeline Tutorial

Gat Cifar10 ⭐ 12

GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification

Interpretable_cnn ⭐ 12

This repository is deprecated, please go to https://github.com/davidsonic/Interpretable_CNNs_v

Interpretable_cnns_via_feedforward_design ⭐ 12

Official Implementation for FF_designed CNNs

Vanilla Gan Tf2 ⭐ 12

The Simplest and straightforward Tensorflow 2.0 implementation for vanilla GAN

Cool Papers In Pytorch ⭐ 12

Reimplementing cool papers in PyTorch...

Adversarial examples on keras and tensorflow

Ml Image Denoising ⭐ 12

Image denoising using PCA, NMF, K-SVD, Spectral decomposition, CNN and state of the art generative adversarial denoising autoencoder

PyTorch implementation of paper: adVAE: a Self-adversarial Variational Autoencoder with Gaussian Anomaly Prior Knowledge for Anomaly Detection

Adversarial Images for Variational Autoencoders

Pytorch Tutorial ⭐ 11

Image Completion Using Gans ⭐ 11

This is our code for our project on Image Completion using Deep Convolutional Generative Adversarial Networks (DCGANs)

Colorfool ⭐ 11

PyTorch implementation of ColorFool: Semantic Adversarial Colorization, CVPR2020

braai [Bogus/Real Adversarial AI]: Real-bogus astrophysical event classification for the Zwicky Transient Facility (ZTF) using deep learning

Bayesian Adversarial Learning ⭐ 11

Tf2 Keras Gan Notebooks ⭐ 11

Generative Adversarial Networks with TensorFlow2, Keras and Python (Jupyter Notebooks Implementations)

Fooling_neural_network Interpretations ⭐ 10

This repository provides a PyTorch implementation of "Fooling Neural Network Interpretations via Adversarial Model Manipulation". Our paper has been accepted to NeurIPS 2019.

Adversarial ⭐ 10

Creating and defending against adversarial examples

Generative Adversarial Networks ⭐ 10

vanllia gan; conditional gan; dcgan; ebgan; lsgan; aae; Improved_gan

Qst Cgan ⭐ 10

Quantum state tomography with conditional generative adversarial networks

Short Lived Adversarial Perturbations ⭐ 10

Artifacts for SLAP: Improving Physical Adversarial Examples with Short-Lived Adversarial Perturbations

Under_convnet ⭐ 10

Caffe code for the paper "Adversarial Manipulation of Deep Representations"

Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications

Manifoldmixup ⭐ 10

ManifoldMixup with support for Interpolated Adversarial training

Vectordefense ⭐ 10

VectorDefense: Vectorization as a Defense to Adversarial Examples --->

In Depth Ml ⭐ 9

In depth machine learning resources

Kervolution Under Adversarial Attack Pytorch ⭐ 9

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

Changegan ⭐ 9

Replaceable Representation Learning with Generative Adversarial Networks

The implementation of paper "Multi-adversarial Faster-RCNN for Unrestricted Object Detection"

Tf2 Ganomaly ⭐ 9

Tensorflow2 implementation of the paper GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training

Capsnet Adversarial ⭐ 9

Capsule networks can defend against adversarial attacks using reconstruction error

Code for paper: "3D Reconstruction of Incomplete Archaeological Objects Using a Generative Adversarial Network"

Sgd Uap Torch ⭐ 9

Universal Adversarial Perturbations (UAPs) for PyTorch

Generative Adversarial Networks Gans With Tensorflow 2.0 ⭐ 9

Generative Adversarial Networks (GANs) with TensorFlow 2.0, Published by Packt

Vector_matrix_capsulegan ⭐ 9

Implementation in the framework of my bachelor thesis: Generative Modelling using Capsule Generative Adversarial Networks

Snn Adversarial Attacks ⭐ 9

Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters

Adversarial_signatures ⭐ 9

Characterizing and evaluating adversarial examples for Offline Handwritten Signature Verification

Private Fair Gan ⭐ 9

ICLR Reproducibility Challenge: Generative Adversarial Models For Learning Private And Fair Representations

Vanilla Gan ⭐ 8

PyTorch implementation of Generative Adversarial Networks by Ian Goodfellow et al. on the MNIST dataset.

Ethical Adversaries ⭐ 8

⚖️ Code for the paper "Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning".

Google Colab ⭐ 8

Train a DCGAN model on Colaboratory to generate Steam banners.

Stochastic_seismic_waveform_inversion ⭐ 8

Official Implementation of "Stochastic seismic waveform inversion using generative adversarial networks as a geological prior"

This Gemstone Does Not Exist ⭐ 8

Deep Convolutional Generative Adversarial Network (DCGAN) for generating gemstones.

Knn Defense ⭐ 8

Adversarial Examples on KNN (and its neural network friends)

Deep Chicken Saviour ⭐ 8

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

Synthetic Data For Finance ⭐ 8

Material for QuantUniversity talk on Sythetic Data Generation for Finance.

Adversarial Perturbations On Images And Videos ⭐ 8

Code and data from the paper "Targeted Nonlinear Adversarial Perturbations in Images and Videos".

Tensorflow Tutorials ⭐ 8

Adversarial_learning_tfug2020 ⭐ 8

Contains the slides and hands-on tutorials showcasing adversarial learning on convolutional neural networks to build robust vision models

ALI的Tensorflow炼成与GAN科普

Crystalgan ⭐ 8

Learning to Discover Crystallographic Structures with Generative Adversarial Networks

Capstone Project Udacity ⭐ 8

Generative Adversarial Networks for Stock Market prediction

Deepmmd Gan ⭐ 8

Yet another (very simple) approach for adversarial training.

Adversarial Gene Expression ⭐ 8

Adversarial generation of gene expression data using Generative Adversarial Networks

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