SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

Showing 5175 of 403 papers

TitleStatusHype
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial DefenseCode1
Adversarial Training for Free!Code1
Scaling Adversarial Training to Large Perturbation BoundsCode1
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision ModelsCode1
Certified Adversarial Robustness via Randomized SmoothingCode1
Smooth Adversarial TrainingCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial RobustnessCode1
Targeted Adversarial Perturbations for Monocular Depth PredictionCode1
TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven OptimizationCode1
Theoretically Principled Trade-off between Robustness and AccuracyCode1
Threat Model-Agnostic Adversarial Defense using Diffusion ModelsCode1
Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial RobustnessCode1
A Person Re-identification Data Augmentation Method with Adversarial Defense EffectCode1
Collapse-Aware Triplet Decoupling for Adversarially Robust Image RetrievalCode1
Among Us: Adversarially Robust Collaborative Perception by ConsensusCode1
GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation ModelsCode1
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural NetworksCode1
DIFFender: Diffusion-Based Adversarial Defense against Patch AttacksCode1
DISCO: Adversarial Defense with Local Implicit FunctionsCode1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning MethodCode1
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving ScenariosCode1
Fast Certified Robust Training with Short WarmupCode1
Geometric Adversarial Attacks and Defenses on 3D Point CloudsCode1
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion ModelsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WRN-28-10Accuracy90.03Unverified
2Diffusion ClassifierAccuracy89.85Unverified
3Stochastic-LWTA/PGD/WideResNet-34-10Accuracy84.3Unverified
4Ours (Stochastic-LWTA/PGD/WideResNet-34-5)Accuracy83.4Unverified
5Ours (Stochastic-LWTA/PGD/WideResNet-34-1)Accuracy81.87Unverified
6ResNet18 (TRADES-ANCRA/PGD-40)Accuracy81.7Unverified
7Stochastic-LWTA/PGD/WideResNet-34-5Attack: AutoAttack81.22Unverified
8PCL (against PGD, white box)Accuracy46.7Unverified
#ModelMetricClaimedVerifiedStatus
1SAT-EfficientNet-L1Accuracy58.6Unverified
2LLR-ResNet-152Accuracy47Unverified
3ResNet-152 free-m=4Accuracy36Unverified
4ResNet-101 free-m=4Accuracy34.3Unverified
5ResNet-50 free-m=4Accuracy31.8Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet101Accuracy99.8Unverified
2InceptionV3Accuracy98.6Unverified
3Feature DenoisingAccuracy49.5Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-152 DenoiseAccuracy42.8Unverified
2ResNeXt-101 DenoiseAllAccuracy40.4Unverified
3ResNet-152Accuracy39Unverified
#ModelMetricClaimedVerifiedStatus
1Defense GANAccuracy0.85Unverified
2PuVAEAccuracy0.81Unverified
#ModelMetricClaimedVerifiedStatus
1Feature DenoisingAccuracy50.6Unverified
#ModelMetricClaimedVerifiedStatus
1Auto Encoder-Block Switching defense with GradCAMAccuracy 88.54Unverified