Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 403 papers

Title	Date	Tasks	Status
Modeling Adversarial Noise for Adversarial Defense	Sep 29, 2021	Adversarial Defense	—Unverified
Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency	Sep 25, 2021	Adversarial Attack DetectionAdversarial Defense	CodeCode Available
Modeling Adversarial Noise for Adversarial Training	Sep 21, 2021	Adversarial Defense	CodeCode Available
TREATED:Towards Universal Defense against Textual Adversarial Attacks	Sep 13, 2021	Adversarial Defense	—Unverified
Neural Ensemble Search via Bayesian Sampling	Sep 6, 2021	Adversarial DefenseNeural Architecture Search	—Unverified
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework	Jul 31, 2021	Adversarial Defenseimage-classification	—Unverified
AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense	Jul 14, 2021	Adversarial Defense	—Unverified
NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations	Jun 22, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Voting for the right answer: Adversarial defense for speaker verification	Jun 15, 2021	Adversarial DefenseSpeaker Verification	CodeCode Available
Adversarial Robustness via Fisher-Rao Regularization	Jun 12, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available
Improving White-box Robustness of Pre-processing Defenses via Joint Adversarial Training	Jun 10, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Adaptive Feature Alignment for Adversarial Training	May 31, 2021	Adversarial Defense	—Unverified
Demotivate adversarial defense in remote sensing	May 28, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Salient Feature Extractor for Adversarial Defense on Deep Neural Networks	May 14, 2021	Adversarial DefenseGenerative Adversarial Network	CodeCode Available
Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs	May 13, 2021	Adversarial DefenseDeep Learning	—Unverified
Evaluating Deception Detection Model Robustness To Linguistic Variation	Apr 23, 2021	Adversarial DefenseDeception Detection	—Unverified
Improved Autoregressive Modeling with Distribution Smoothing	Mar 28, 2021	Adversarial DefenseImage Compression	—Unverified
Learning Defense Transformers for Counterattacking Adversarial Examples	Mar 13, 2021	Adversarial Defense	CodeCode Available
Internal Wasserstein Distance for Adversarial Attack and Defense	Mar 13, 2021	Adversarial AttackAdversarial Defense	—Unverified
Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN	Mar 8, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Improving Hierarchical Adversarial Robustness of Deep Neural Networks	Feb 17, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Towards Adversarial-Resilient Deep Neural Networks for False Data Injection Attack Detection in Power Grids	Feb 17, 2021	Adversarial DefenseState Estimation	—Unverified
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models	Feb 14, 2021	Adversarial DefenseOpen-Ended Question Answering	—Unverified
Robust Android Malware Detection System against Adversarial Attacks using Q-Learning	Jan 27, 2021	Adversarial DefenseAndroid Malware Detection	—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