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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 131–140 of 403 papers

Title	Date	Tasks	Status	Hype	Score
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation	Oct 16, 2021	Adversarial DefenseAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0	5
Game Theory for Adversarial Attacks and Defenses	Oct 8, 2021	Adversarial DefenseDenoising	CodeCode Available	0	5
Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks	Apr 18, 2019	Adversarial AttackAdversarial Attack Detection	CodeCode Available	0	5
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network	Mar 22, 2019	Adversarial DefenseImage Reconstruction	CodeCode Available	0	5
Exploring Adversarially Robust Training for Unsupervised Domain Adaptation	Feb 18, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification	Jul 14, 2023	Adversarial DefenseOccluded Person Re-Identification	CodeCode Available	0	5
mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks	Jun 5, 2020	Adversarial Defenseimage-classification	CodeCode Available	0	5
Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks	Dec 1, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
Feature Denoising for Improving Adversarial Robustness	Dec 9, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
A Simple and Yet Fairly Effective Defense for Graph Neural Networks	Feb 21, 2024	Adversarial DefenseNode Classification	CodeCode Available	0	5

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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