DetectX: Adversarial Input Detection using Current Signatures in Memristive XBar Arrays

This repo contains the source code for the paper Moitra, Abhishek, and Priyadarshini Panda. "DetectX--Adversarial Input Detection Using Current Signatures in Memristive XBar Arrays." IEEE Transactions on Circuits and Systems I: Regular Papers (2021).

Requirements

An End-to-End flow of the DetectX methodology can be run using the run_for_cifar100.sh

chmod +x run_for_cifar100.sh

./run_for_cifar100.sh

Name		Name	Last commit message	Last commit date
Latest commit History 13 Commits
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
adv_attacks.py		adv_attacks.py
adv_dataset_gen.py		adv_dataset_gen.py
adv_train_set_gen.py		adv_train_set_gen.py
calculate_error_accuracy.py		calculate_error_accuracy.py
cifar100_baseline_vgg16_bn.pth		cifar100_baseline_vgg16_bn.pth
dataset.py		dataset.py
phase1_training.py		phase1_training.py
phase2_training.py		phase2_training.py
run_for_cifar100.sh		run_for_cifar100.sh
soi_lut_gen.py		soi_lut_gen.py