Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 403 papers

Title	Date	Tasks	Status	Hype
NOMARO: Defending against Adversarial Attacks by NOMA-Inspired Reconstruction Operation	Dec 14, 2021	Adversarial AttackAdversarial Defense	CodeCode Available	0
Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection	Dec 8, 2021	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	1
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness	Dec 5, 2021	Adversarial AttackAdversarial Defense	CodeCode Available	1
Class-Disentanglement and Applications in Adversarial Detection and Defense	Dec 1, 2021	Adversarial DefenseDisentanglement	—Unverified	0
Person Re-identification Method Based on Color Attack and Joint Defence	Nov 18, 2021	Adversarial DefenseMetric Learning	CodeCode Available	1
Rebuild and Ensemble: Exploring Defense Against Text Adversaries	Nov 16, 2021	Adversarial Defense	—Unverified	0
Detection of Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation	Nov 16, 2021	Adversarial DefenseDensity Estimation	CodeCode Available	0
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation	Oct 16, 2021	Adversarial DefenseAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
Game Theory for Adversarial Attacks and Defenses	Oct 8, 2021	Adversarial DefenseDenoising	CodeCode Available	0
Modeling Adversarial Noise for Adversarial Defense	Sep 29, 2021	Adversarial Defense	—Unverified	0
Improving Adversarial Defense with Self-supervised Test-time Fine-tuning	Sep 29, 2021	Adversarial Defense	—Unverified	0
Towards Achieving Adversarial Robustness Beyond Perceptual Limits	Sep 29, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency	Sep 25, 2021	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	0
Modeling Adversarial Noise for Adversarial Training	Sep 21, 2021	Adversarial Defense	CodeCode Available	0
TREATED:Towards Universal Defense against Textual Adversarial Attacks	Sep 13, 2021	Adversarial Defense	—Unverified	0
Neural Ensemble Search via Bayesian Sampling	Sep 6, 2021	Adversarial DefenseNeural Architecture Search	—Unverified	0
DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks	Aug 29, 2021	Adversarial AttackAdversarial Defense	CodeCode Available	1
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework	Jul 31, 2021	Adversarial Defenseimage-classification	—Unverified	0
AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense	Jul 14, 2021	Adversarial Defense	—Unverified	0
RAILS: A Robust Adversarial Immune-inspired Learning System	Jun 27, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations	Jun 22, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off	Jun 18, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available	0
Adversarial Robustness via Fisher-Rao Regularization	Jun 12, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Improving White-box Robustness of Pre-processing Defenses via Joint Adversarial Training	Jun 10, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0

Show:10 25 50

← PrevPage 9 of 17Next →

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