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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 121–130 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Exploring Adversarially Robust Training for Unsupervised Domain Adaptation	Feb 18, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees	Jul 10, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available	0	5
DAD++: Improved Data-free Test Time Adversarial Defense	Sep 10, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs	Oct 7, 2022	Adversarial DefenseFew-Shot Learning	CodeCode Available	0	5
Learning Defense Transformers for Counterattacking Adversarial Examples	Mar 13, 2021	Adversarial Defense	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
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies	Nov 26, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense	Dec 5, 2022	Adversarial Defense	CodeCode Available	0	5
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation	Oct 16, 2021	Adversarial DefenseAspect-Based Sentiment Analysis (ABSA)	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