Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 403 papers

Title	Date	Tasks	Status
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models	May 17, 2018	Adversarial DefenseAdversarial Defense against FGSM Attack	CodeCode Available
A2: Efficient Automated Attacker for Boosting Adversarial Training	Oct 7, 2022	Adversarial Defense	CodeCode Available
Defense Against Adversarial Attacks using Convolutional Auto-Encoders	Dec 6, 2023	Adversarial Defense	CodeCode Available
EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling	May 24, 2022	Adversarial DefenseImage Generation	CodeCode Available
A Provable Defense for Deep Residual Networks	Mar 29, 2019	Adversarial DefenseNovel Concepts	CodeCode Available
Efficient Formal Safety Analysis of Neural Networks	Sep 19, 2018	Adversarial AttackAdversarial Defense	CodeCode Available
RAIN: A Simple Approach for Robust and Accurate Image Classification Networks	Apr 24, 2020	Adversarial DefenseGeneral Classification	CodeCode Available
Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser	Dec 8, 2017	Adversarial AttackAdversarial Defense	CodeCode Available
Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization	Sep 23, 2018	Adversarial AttackAdversarial Defense	CodeCode Available
A New Defense Against Adversarial Images: Turning a Weakness into a Strength	Oct 16, 2019	Adversarial Defense	CodeCode Available
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available
Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available
Testing Robustness Against Unforeseen Adversaries	Aug 21, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available
Technical Report on the CleverHans v2.1.0 Adversarial Examples Library	Oct 3, 2016	Adversarial AttackAdversarial Defense	CodeCode Available
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies	Nov 26, 2018	Adversarial AttackAdversarial Defense	CodeCode Available
Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness	Jun 7, 2019	Adversarial DefenseFraud Detection	CodeCode Available
Enhancing Adversarial Defense by k-Winners-Take-All	May 25, 2019	Adversarial DefenseAll	CodeCode Available
Defending against black-box adversarial attacks with gradient-free trained sign activation neural networks	Jan 1, 2021	Adversarial Defense	CodeCode Available
Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification	Jul 14, 2023	Adversarial DefenseOccluded Person Re-Identification	CodeCode Available
Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks	Dec 1, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available
You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle	May 2, 2019	Adversarial DefenseGPU	CodeCode Available
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available
Exploring Adversarially Robust Training for Unsupervised Domain Adaptation	Feb 18, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available
Revisiting Adversarial Robustness Distillation from the Perspective of Robust Fairness	Sep 21, 2023	Adversarial Defense	CodeCode Available

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All datasets CIFAR-10 ImageNet (non-targeted PGD, max perturbation=4)ImageNet ImageNet (targeted PGD, max perturbation=16)MNIST CAAD 2018 miniImageNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	WRN-28-10	Accuracy	90.03	—	Unverified
2	Diffusion Classifier	Accuracy	89.85	—	Unverified
3	Stochastic-LWTA/PGD/WideResNet-34-10	Accuracy	84.3	—	Unverified
4	Ours (Stochastic-LWTA/PGD/WideResNet-34-5)	Accuracy	83.4	—	Unverified
5	Ours (Stochastic-LWTA/PGD/WideResNet-34-1)	Accuracy	81.87	—	Unverified
6	ResNet18 (TRADES-ANCRA/PGD-40)	Accuracy	81.7	—	Unverified
7	Stochastic-LWTA/PGD/WideResNet-34-5	Attack: AutoAttack	81.22	—	Unverified
8	PCL (against PGD, white box)	Accuracy	46.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAT-EfficientNet-L1	Accuracy	58.6	—	Unverified
2	LLR-ResNet-152	Accuracy	47	—	Unverified
3	ResNet-152 free-m=4	Accuracy	36	—	Unverified
4	ResNet-101 free-m=4	Accuracy	34.3	—	Unverified
5	ResNet-50 free-m=4	Accuracy	31.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet101	Accuracy	99.8	—	Unverified
2	InceptionV3	Accuracy	98.6	—	Unverified
3	Feature Denoising	Accuracy	49.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-152 Denoise	Accuracy	42.8	—	Unverified
2	ResNeXt-101 DenoiseAll	Accuracy	40.4	—	Unverified
3	ResNet-152	Accuracy	39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Defense GAN	Accuracy	0.85	—	Unverified
2	PuVAE	Accuracy	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Feature Denoising	Accuracy	50.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Auto Encoder-Block Switching defense with GradCAM	Accuracy	88.54	—	Unverified