SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

Showing 2650 of 403 papers

TitleStatusHype
On Evaluating Adversarial RobustnessCode1
PatchAttack: A Black-box Texture-based Attack with Reinforcement LearningCode1
Adversarial Training for Free!Code1
Boundary thickness and robustness in learning modelsCode1
Perturbation Inactivation Based Adversarial Defense for Face RecognitionCode1
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion ModelsCode1
Among Us: Adversarially Robust Collaborative Perception by ConsensusCode1
GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation ModelsCode1
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision ModelsCode1
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving ScenariosCode1
Certified Adversarial Robustness via Randomized SmoothingCode1
Decoupled Kullback-Leibler Divergence LossCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning MethodCode1
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?Code1
Efficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion ModelsCode1
Enhancing Adversarial Robustness via Score-Based OptimizationCode1
Geometric Adversarial Attacks and Defenses on 3D Point CloudsCode1
A Person Re-identification Data Augmentation Method with Adversarial Defense EffectCode1
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural NetworksCode1
GUARD: Graph Universal Adversarial DefenseCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial RobustnessCode1
LiBRe: A Practical Bayesian Approach to Adversarial DetectionCode1
DISCO: Adversarial Defense with Local Implicit FunctionsCode1
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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