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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 321–330 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Jacobian Norm with Selective Input Gradient Regularization for Improved and Interpretable Adversarial Defense	Jul 9, 2022	Adversarial Defense	—Unverified	0	0
Improved Autoregressive Modeling with Distribution Smoothing	Mar 28, 2021	Adversarial DefenseImage Compression	—Unverified	0	0
MadNet: Using a MAD Optimization for Defending Against Adversarial Attacks	Nov 3, 2019	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Improving Adversarial Defense with Self-supervised Test-time Fine-tuning	Sep 29, 2021	Adversarial Defense	—Unverified	0	0
Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN	Mar 8, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Improving Hierarchical Adversarial Robustness of Deep Neural Networks	Feb 17, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Improving White-box Robustness of Pre-processing Defenses via Joint Adversarial Training	Jun 10, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Internal Wasserstein Distance for Adversarial Attack and Defense	Mar 13, 2021	Adversarial AttackAdversarial Defense	—Unverified	0	0
Invertible Image Dataset Protection	Dec 29, 2021	Adversarial Defense	—Unverified	0	0
L 1-norm double backpropagation adversarial defense	Mar 5, 2019	Adversarial Defense	—Unverified	0	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