Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 403 papers

Title	Date	Tasks	Status	Hype
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Adaptive Feature Alignment for Adversarial Training	May 31, 2021	Adversarial Defense	—Unverified	0
Demotivate adversarial defense in remote sensing	May 28, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Salient Feature Extractor for Adversarial Defense on Deep Neural Networks	May 14, 2021	Adversarial DefenseGenerative Adversarial Network	CodeCode Available	0
Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs	May 13, 2021	Adversarial DefenseDeep Learning	—Unverified	0
Evaluating Deception Detection Model Robustness To Linguistic Variation	Apr 23, 2021	Adversarial DefenseDeception Detection	—Unverified	0
The art of defense: letting networks fool the attacker	Apr 7, 2021	Adversarial Defense	CodeCode Available	1
Fast Certified Robust Training with Short Warmup	Mar 31, 2021	Adversarial Defense	CodeCode Available	1
Improved Autoregressive Modeling with Distribution Smoothing	Mar 28, 2021	Adversarial DefenseImage Compression	—Unverified	0
LiBRe: A Practical Bayesian Approach to Adversarial Detection	Mar 27, 2021	Adversarial DefenseUncertainty Quantification	CodeCode Available	1
Learning Defense Transformers for Counterattacking Adversarial Examples	Mar 13, 2021	Adversarial Defense	CodeCode Available	0
Internal Wasserstein Distance for Adversarial Attack and Defense	Mar 13, 2021	Adversarial AttackAdversarial Defense	—Unverified	0
Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN	Mar 8, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity	Feb 22, 2021	Adversarial DefenseConditional Image Generation	CodeCode Available	1
Improving Hierarchical Adversarial Robustness of Deep Neural Networks	Feb 17, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Towards Adversarial-Resilient Deep Neural Networks for False Data Injection Attack Detection in Power Grids	Feb 17, 2021	Adversarial DefenseState Estimation	—Unverified	0
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models	Feb 14, 2021	Adversarial DefenseOpen-Ended Question Answering	—Unverified	0
Robust Android Malware Detection System against Adversarial Attacks using Q-Learning	Jan 27, 2021	Adversarial DefenseAndroid Malware Detection	—Unverified	0
A Comprehensive Evaluation Framework for Deep Model Robustness	Jan 24, 2021	Adversarial Defensemodel	—Unverified	0
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds	Jan 15, 2021	Adversarial AttackAdversarial Defense	—Unverified	0
Untargeted, Targeted and Universal Adversarial Attacks and Defenses on Time Series	Jan 13, 2021	Adversarial AttackAdversarial Defense	—Unverified	0
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing	Jan 11, 2021	Adversarial DefenseAutonomous Driving	—Unverified	0
Layer-wise Adversarial Defense: An ODE Perspective	Jan 1, 2021	Adversarial Defense	—Unverified	0

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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