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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 181–190 of 403 papers

Title	Date	Tasks	Status	Hype
Benchmarking adversarial attacks and defenses for time-series data	Aug 30, 2020	Adversarial DefenseBenchmarking	—Unverified	0
Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense	Jun 2, 2020	Adversarial Defense	—Unverified	0
Active Adversarial Noise Suppression for Image Forgery Localization	Jun 15, 2025	Adversarial Defense	—Unverified	0
Fast Adversarial Training against Textual Adversarial Attacks	Jan 23, 2024	Adversarial DefenseAdversarial Robustness	—Unverified	0
Improved Autoregressive Modeling with Distribution Smoothing	Mar 28, 2021	Adversarial DefenseImage Compression	—Unverified	0
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework	Jul 31, 2021	Adversarial Defenseimage-classification	—Unverified	0
Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks	Sep 25, 2019	Adversarial DefenseAudio Classification	—Unverified	0
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference	May 21, 2018	Adversarial Defense	—Unverified	0
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation	Dec 2, 2020	Adversarial DefenseSemantic Segmentation	—Unverified	0
Defensive Dual Masking for Robust Adversarial Defense	Dec 10, 2024	Adversarial 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