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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 361–370 of 403 papers

Title	Date	Tasks	Status	Hype
Robustifying Point Cloud Networks by Refocusing	Aug 10, 2023	3D ClassificationAdversarial Defense	CodeCode Available	0
Robust width: A lightweight and certifiable adversarial defense	May 24, 2024	Adversarial Defensecompressed sensing	CodeCode Available	0
Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network	Oct 1, 2018	Adversarial Defense	CodeCode Available	0
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks	Aug 21, 2024	Adversarial DefenseTest-time Adaptation	CodeCode Available	0
Safety Verification of Deep Neural Networks	Oct 21, 2016	Adversarial AttackAdversarial Defense	CodeCode Available	0
Salient Feature Extractor for Adversarial Defense on Deep Neural Networks	May 14, 2021	Adversarial DefenseGenerative Adversarial Network	CodeCode Available	0
Interpretability-Guided Test-Time Adversarial Defense	Sep 23, 2024	Adversarial Defense	CodeCode Available	0
Sample Correlation for Fingerprinting Deep Face Recognition	Dec 30, 2024	Adversarial DefenseEmotion Recognition	CodeCode Available	0
Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples?	Feb 6, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0
A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection	May 19, 2025	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	0

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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