SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 403 papers

TitleStatusHype
How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies—0
A Real-Time Defense Against Object Vanishing Adversarial Patch Attacks for Object Detection in Autonomous Vehicles—0
Adversarial Evasion Attack Efficiency against Large Language Models—0
Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models—0
Adversarial Defense via Neural Oscillation inspired Gradient Masking—0
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds—0
Are classical deep neural networks weakly adversarially robust?—0
Adversarial Attacks and Defences for Skin Cancer Classification—0
Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples—0
Gradient-Free Adversarial Purification with Diffusion Models—0
Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense—0
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks—0
AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles—0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model—0
Demotivate adversarial defense in remote sensing—0
Efficient Two-Step Adversarial Defense for Deep Neural Networks—0
Encryption Inspired Adversarial Defense for Visual Classification—0
Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation—0
Adversarial Defense via Local Flatness Regularization—0
Enhancing the "Immunity" of Mixture-of-Experts Networks for Adversarial Defense—0
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks—0
Attention, Please! Adversarial Defense via Activation Rectification and Preservation—0
Ensemble Adversarial Defense via Integration of Multiple Dispersed Low Curvature Models—0
Ensemble-based Adversarial Defense Using Diversified Distance Mapping—0
Active Adversarial Noise Suppression for Image Forgery Localization—0
Show:102550
← PrevPage 7 of 17Next →
All datasetsCIFAR-10ImageNet (non-targeted PGD, max perturbation=4)ImageNetImageNet (targeted PGD, max perturbation=16)MNISTCAAD 2018miniImageNet

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WRN-28-10Accuracy90.03—Unverified
2Diffusion ClassifierAccuracy89.85—Unverified
3Stochastic-LWTA/PGD/WideResNet-34-10Accuracy84.3—Unverified
4Ours (Stochastic-LWTA/PGD/WideResNet-34-5)Accuracy83.4—Unverified
5Ours (Stochastic-LWTA/PGD/WideResNet-34-1)Accuracy81.87—Unverified
6ResNet18 (TRADES-ANCRA/PGD-40)Accuracy81.7—Unverified
7Stochastic-LWTA/PGD/WideResNet-34-5Attack: AutoAttack81.22—Unverified
8PCL (against PGD, white box)Accuracy46.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SAT-EfficientNet-L1Accuracy58.6—Unverified
2LLR-ResNet-152Accuracy47—Unverified
3ResNet-152 free-m=4Accuracy36—Unverified
4ResNet-101 free-m=4Accuracy34.3—Unverified
5ResNet-50 free-m=4Accuracy31.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet101Accuracy99.8—Unverified
2InceptionV3Accuracy98.6—Unverified
3Feature DenoisingAccuracy49.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-152 DenoiseAccuracy42.8—Unverified
2ResNeXt-101 DenoiseAllAccuracy40.4—Unverified
3ResNet-152Accuracy39—Unverified
#ModelMetricClaimedVerifiedStatus
1Defense GANAccuracy0.85—Unverified
2PuVAEAccuracy0.81—Unverified
#ModelMetricClaimedVerifiedStatus
1Feature DenoisingAccuracy50.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Auto Encoder-Block Switching defense with GradCAMAccuracy 88.54—Unverified