SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

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Showing 251–300 of 403 papers

TitleStatusHype
Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling—0
AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture—0
AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation—0
A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment—0
AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense—0
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation—0
A Mask-Based Adversarial Defense Scheme—0
A Multi-objective Memetic Algorithm for Auto Adversarial Attack Optimization Design—0
An Encryption Method of ConvMixer Models without Performance Degradation—0
Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense—0
A Real-Time Defense Against Object Vanishing Adversarial Patch Attacks for Object Detection in Autonomous Vehicles—0
Are classical deep neural networks weakly adversarially robust?—0
AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles—0
A Survey of Adversarial Defences and Robustness in NLP—0
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound—0
Attention, Please! Adversarial Defense via Activation Rectification and Preservation—0
ATWM: Defense against adversarial malware based on adversarial training—0
Benchmarking adversarial attacks and defenses for time-series data—0
Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization—0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization—0
Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers—0
Cassandra: Detecting Trojaned Networks from Adversarial Perturbations—0
Causal Perception Inspired Representation Learning for Trustworthy Image Quality Assessment—0
Certified Causal Defense with Generalizable Robustness—0
Characterizing Audio Adversarial Examples Using Temporal Dependency—0
Class-Aware Domain Adaptation for Improving Adversarial Robustness—0
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features—0
Class-Disentanglement and Applications in Adversarial Detection and Defense—0
Cloud Adversarial Example Generation for Remote Sensing Image Classification—0
Comment on "Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network"—0
Customizing an Adversarial Example Generator with Class-Conditional GANs—0
DAD: Data-free Adversarial Defense at Test Time—0
Deep Adversarial Defense Against Multilevel-Lp Attacks—0
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense—0
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix—0
Defense Against Adversarial Attacks with Saak Transform—0
Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay—0
Defensive Dual Masking for Robust Adversarial Defense—0
Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks—0
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework—0
Demotivate adversarial defense in remote sensing—0
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness—0
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks—0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model—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
Enhancing the "Immunity" of Mixture-of-Experts Networks for Adversarial Defense—0
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks—0
Ensemble Adversarial Defense via Integration of Multiple Dispersed Low Curvature Models—0
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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