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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 171–180 of 403 papers

Title	Date	Tasks	Status	Hype
Perturbation Inactivation Based Adversarial Defense for Face Recognition	Jul 13, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
Jacobian Norm with Selective Input Gradient Regularization for Improved and Interpretable Adversarial Defense	Jul 9, 2022	Adversarial Defense	—Unverified	0
AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture	Jun 22, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Landscape Learning for Neural Network Inversion	Jun 17, 2022	Adversarial Defense	—Unverified	0
Analysis and Extensions of Adversarial Training for Video Classification	Jun 16, 2022	Action RecognitionAdversarial Defense	CodeCode Available	0
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models	Jun 9, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling	May 24, 2022	Adversarial DefenseImage Generation	CodeCode Available	0
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	May 1, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	0
Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks	Apr 26, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
A Mask-Based Adversarial Defense Scheme	Apr 21, 2022	Adversarial AttackAdversarial Defense	—Unverified	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