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

Implementing white box adversarial attacks on parameters and architecture of CNN in PyTorch

This repository contains the implementation of two adversarial example attack methods FGSM, IFGSM and one Input Transformation defense mechanism against all attacks using Imagenet dataset.