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Competitions with currently unpublished results: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	Hype
Perceptual Adversarial Robustness: Generalizable Defenses Against Unforeseen Threat Models	Jan 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment	Jan 1, 2021	Adversarial Defenseimage-classification	—Unverified	0
Target Training: Tricking Adversarial Attacks to Fail	Jan 1, 2021	Adversarial Defense	—Unverified	0
Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference	Jan 1, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Ensemble-based Adversarial Defense Using Diversified Distance Mapping	Jan 1, 2021	Adversarial DefenseDiversity	—Unverified	0
Exploiting Safe Spots in Neural Networks for Preemptive Robustness and Out-of-Distribution Detection	Jan 1, 2021	Adversarial DefenseOut-of-Distribution Detection	—Unverified	0
Defending against black-box adversarial attacks with gradient-free trained sign activation neural networks	Jan 1, 2021	Adversarial Defense	CodeCode Available	0
SAD: Saliency Adversarial Defense without Adversarial Training	Jan 1, 2021	Adversarial Defense	—Unverified	0
RAILS: A Robust Adversarial Immune-inspired Learning System	Dec 18, 2020	Adversarial DefenseDiversity	—Unverified	0
Learning Energy-Based Models With Adversarial Training	Dec 11, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Geometric Adversarial Attacks and Defenses on 3D Point Clouds	Dec 10, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation	Dec 2, 2020	Adversarial DefenseSemantic Segmentation	—Unverified	0
Guided Adversarial Attack for Evaluating and Enhancing Adversarial Defenses	Nov 30, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
FaceGuard: A Self-Supervised Defense Against Adversarial Face Images	Nov 28, 2020	Adversarial AttackAdversarial Defense	—Unverified	0
Learnable Boundary Guided Adversarial Training	Nov 23, 2020	Adversarial Defense	CodeCode Available	1
A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning	Nov 20, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Self-Gradient Networks	Nov 18, 2020	Adversarial Defense	—Unverified	0
Adversarial defense for deep speaker recognition using hybrid adversarial training	Oct 30, 2020	Adversarial DefenseSpeaker Recognition	—Unverified	0
WaveTransform: Crafting Adversarial Examples via Input Decomposition	Oct 29, 2020	Adversarial DefenseObject Recognition	—Unverified	0
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound	Oct 25, 2020	Adversarial Defense	—Unverified	0
An Analysis of Robustness of Non-Lipschitz Networks	Oct 13, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	0
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients	Sep 28, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations	Sep 21, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Open-set Adversarial Defense	Sep 2, 2020	Adversarial DefenseDecoder	CodeCode Available	1

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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