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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization	Dec 23, 2021	Adversarial Defense	CodeCode Available	1	5
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios	Feb 10, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1	5
Boundary thickness and robustness in learning models	Jul 9, 2020	Adversarial DefenseData Augmentation	CodeCode Available	1	5
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense	Oct 30, 2024	Adversarial DefenseDisentanglement	CodeCode Available	1	5
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1	5
GUARD: Graph Universal Adversarial Defense	Apr 20, 2022	Adversarial Defense	CodeCode Available	1	5
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models	Jun 9, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1	5
Defense Against Adversarial Attacks using Convolutional Auto-Encoders	Dec 6, 2023	Adversarial 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
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models	May 17, 2018	Adversarial DefenseAdversarial Defense against FGSM Attack	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