Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 403 papers

Title	Date	Tasks	Status
Landscape Learning for Neural Network Inversion	Jun 17, 2022	Adversarial Defense	—Unverified
Adversarial Attacks and Defenses: An Interpretation Perspective	Apr 23, 2020	Adversarial AttackAdversarial Defense	—Unverified
Adaptive Feature Alignment for Adversarial Training	May 31, 2021	Adversarial Defense	—Unverified
Adversarial Defense based on Structure-to-Signal Autoencoders	Mar 21, 2018	Adversarial AttackAdversarial Defense	—Unverified
General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments	Dec 11, 2022	Adversarial AttackAdversarial Defense	—Unverified
Benchmarking adversarial attacks and defenses for time-series data	Aug 30, 2020	Adversarial DefenseBenchmarking	—Unverified
Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective	May 28, 2025	Adversarial DefenseAttribute	—Unverified
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference	May 21, 2018	Adversarial Defense	—Unverified
Adversarial Infrared Geometry: Using Geometry to Perform Adversarial Attack against Infrared Pedestrian Detectors	Mar 6, 2024	Adversarial AttackAdversarial Defense	—Unverified
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach	Jun 1, 2023	Adversarial AttackAdversarial Defense	—Unverified
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation	Dec 2, 2020	Adversarial DefenseSemantic Segmentation	—Unverified
General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment	Jan 1, 2021	Adversarial Defenseimage-classification	—Unverified
ATWM: Defense against adversarial malware based on adversarial training	Jul 11, 2023	Adversarial DefenseDeep Learning	—Unverified
Attention, Please! Adversarial Defense via Activation Rectification and Preservation	Nov 24, 2018	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Infrared Curves: An Attack on Infrared Pedestrian Detectors in the Physical World	Dec 21, 2023	Adversarial DefenseNeural Network Security	—Unverified
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound	Oct 25, 2020	Adversarial Defense	—Unverified
A Survey of Adversarial Defences and Robustness in NLP	Mar 12, 2022	Adversarial Defensenamed-entity-recognition	—Unverified
Adversarial Attacks and Dimensionality in Text Classifiers	Apr 3, 2024	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Defense Framework for Graph Neural Network	May 9, 2019	Adversarial DefenseContrastive Learning	—Unverified
Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey	Mar 11, 2023	Adversarial AttackAdversarial Defense	—Unverified
AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles	Dec 31, 2023	Adversarial AttackAdversarial Defense	—Unverified
FaceGuard: A Self-Supervised Defense Against Adversarial Face Images	Nov 28, 2020	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Examples for Electrocardiograms	May 13, 2019	Adversarial DefenseArrhythmia Detection	—Unverified
Adaptive Batch Normalization Networks for Adversarial Robustness	May 20, 2024	Adversarial DefenseAdversarial Robustness	—Unverified
Fast Adversarial Training against Textual Adversarial Attacks	Jan 23, 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