Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 403 papers

Title	Date	Tasks	Status
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features	Feb 23, 2025	Adversarial Defensebackdoor defense	—Unverified
Class-Disentanglement and Applications in Adversarial Detection and Defense	Dec 1, 2021	Adversarial DefenseDisentanglement	—Unverified
Cloud Adversarial Example Generation for Remote Sensing Image Classification	Sep 21, 2024	Adversarial AttackAdversarial Defense	—Unverified
Comment on "Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network"	Jul 1, 2019	Adversarial AttackAdversarial Defense	—Unverified
Customizing an Adversarial Example Generator with Class-Conditional GANs	Jun 27, 2018	Adversarial DefenseDiversity	—Unverified
DAD: Data-free Adversarial Defense at Test Time	Apr 4, 2022	Adversarial DefenseDomain Adaptation	—Unverified
Deciphering the Definition of Adversarial Robustness for post-hoc OOD Detectors	Jun 21, 2024	Adversarial DefenseAdversarial Robustness	—Unverified
Deep Adversarial Defense Against Multilevel-Lp Attacks	Jul 12, 2024	Adversarial DefenseAdversarial Robustness	—Unverified
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense	Sep 13, 2023	Adversarial DefenseDenoising	—Unverified
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix	Sep 13, 2019	Adversarial DefenseTraffic Sign Recognition	—Unverified
Defense Against Adversarial Attacks with Saak Transform	Aug 6, 2018	Adversarial Defense	—Unverified
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay	Apr 2, 2024	Adversarial Defense	—Unverified
Defensive Dual Masking for Robust Adversarial Defense	Dec 10, 2024	Adversarial Defense	—Unverified
Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks	Sep 25, 2019	Adversarial DefenseAudio Classification	—Unverified
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework	Jul 31, 2021	Adversarial Defenseimage-classification	—Unverified
Demotivate adversarial defense in remote sensing	May 28, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness	Jan 16, 2025	Adversarial DefenseAdversarial Robustness	—Unverified
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks	May 24, 2025	Adversarial DefenseDecision Making	—Unverified
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model	Nov 28, 2023	Adversarial Defenseimage-classification	—Unverified
Efficient Two-Step Adversarial Defense for Deep Neural Networks	Oct 8, 2018	Adversarial DefenseVocal Bursts Valence Prediction	—Unverified
Encryption Inspired Adversarial Defense for Visual Classification	May 16, 2020	Adversarial DefenseClassification	—Unverified
Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation	Oct 17, 2019	Adversarial DefenseImage Generation	—Unverified
Enhancing the "Immunity" of Mixture-of-Experts Networks for Adversarial Defense	Feb 29, 2024	Adversarial DefenseAdversarial Robustness	—Unverified
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks	Feb 28, 2024	Adversarial AttackAdversarial Defense	—Unverified
Ensemble Adversarial Defense via Integration of Multiple Dispersed Low Curvature Models	Mar 25, 2024	Adversarial DefenseAdversarial Robustness	—Unverified

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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