Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 326–350 of 403 papers

Title	Date	Tasks	Status
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available
Learning Energy-Based Models With Adversarial Training	Dec 11, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network	Mar 22, 2019	Adversarial DefenseImage Reconstruction	CodeCode Available
Defending Against Universal Attacks Through Selective Feature Regeneration	Jun 8, 2019	Adversarial Defense	CodeCode Available
Feature Denoising for Improving Adversarial Robustness	Dec 9, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available
Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency	Sep 25, 2021	Adversarial Attack DetectionAdversarial Defense	CodeCode Available
Revisiting the Adversarial Robustness of Vision Language Models: a Multimodal Perspective	Apr 30, 2024	Adversarial DefenseAdversarial Robustness	CodeCode Available
Game Theoretic Mixed Experts for Combinational Adversarial Machine Learning	Nov 26, 2022	Adversarial Defense	CodeCode Available
Game Theory for Adversarial Attacks and Defenses	Oct 8, 2021	Adversarial DefenseDenoising	CodeCode Available
Gated Convolutional Networks with Hybrid Connectivity for Image Classification	Aug 26, 2019	Adversarial DefenseClassification	CodeCode Available
The Limitations of Deep Learning in Adversarial Settings	Nov 24, 2015	Adversarial AttackAdversarial Defense	CodeCode Available
Adversarial Defense by Stratified Convolutional Sparse Coding	Nov 30, 2018	Adversarial Defense	CodeCode Available
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks	May 14, 2024	Adversarial DefenseAdversarial Robustness	CodeCode Available
Defending against adversarial attacks on medical imaging AI system, classification or detection?	Jun 24, 2020	Adversarial DefenseGeneral Classification	CodeCode Available
Analysis and Extensions of Adversarial Training for Video Classification	Jun 16, 2022	Action RecognitionAdversarial Defense	CodeCode Available
Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks	Apr 18, 2019	Adversarial AttackAdversarial Attack Detection	CodeCode Available
All You Need is RAW: Defending Against Adversarial Attacks with Camera Image Pipelines	Dec 16, 2021	Adversarial DefenseAll	CodeCode Available
Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses	Jun 1, 2019	Adversarial AttackAdversarial Defense	CodeCode Available
GraphDefense: Towards Robust Graph Convolutional Networks	Nov 11, 2019	Adversarial Defense	CodeCode Available
Robust Decision Trees Against Adversarial Examples	Feb 27, 2019	Adversarial AttackAdversarial Defense	CodeCode Available
Decorrelative Network Architecture for Robust Electrocardiogram Classification	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available
One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy	Mar 4, 2025	Adversarial Defense	CodeCode Available
Adversarial Examples on Graph Data: Deep Insights into Attack and Defense	Mar 5, 2019	Adversarial AttackAdversarial Defense	CodeCode Available
DAD++: Improved Data-free Test Time Adversarial Defense	Sep 10, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available
Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection	Dec 13, 2022	Adversarial Attack DetectionAdversarial 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