Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 276–300 of 403 papers

Title	Date	Tasks	Status	Hype
Benchmarking adversarial attacks and defenses for time-series data	Aug 30, 2020	Adversarial DefenseBenchmarking	—Unverified	0
Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses	Aug 25, 2020	Adversarial DefenseAdversarial Robustness	—Unverified	0
Manifold Projection for Adversarial Defense on Face Recognition	Aug 1, 2020	Adversarial DefenseFace Recognition	—Unverified	0
SimAug: Learning Robust Representations from Simulation for Trajectory Prediction	Aug 1, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Stylized Adversarial Defense	Jul 29, 2020	Adversarial Defense	CodeCode Available	1
Cassandra: Detecting Trojaned Networks from Adversarial Perturbations	Jul 28, 2020	Adversarial DefenseAnomaly Detection	—Unverified	0
Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense	Jul 17, 2020	Adversarial AttackAdversarial Defense	—Unverified	0
Multitask Learning Strengthens Adversarial Robustness	Jul 14, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Boundary thickness and robustness in learning models	Jul 9, 2020	Adversarial DefenseData Augmentation	CodeCode Available	1
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?	Jun 26, 2020	Adversarial DefenseBackdoor Attack	CodeCode Available	1
Smooth Adversarial Training	Jun 25, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Defending against adversarial attacks on medical imaging AI system, classification or detection?	Jun 24, 2020	Adversarial DefenseGeneral Classification	CodeCode Available	0
Perceptual Adversarial Robustness: Defense Against Unseen Threat Models	Jun 22, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Adversarial Defense by Latent Style Transformations	Jun 17, 2020	Adversarial Defense	—Unverified	0
Targeted Adversarial Perturbations for Monocular Depth Prediction	Jun 12, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Tricking Adversarial Attacks To Fail	Jun 8, 2020	Adversarial Defense	—Unverified	0
mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks	Jun 5, 2020	Adversarial Defenseimage-classification	CodeCode Available	0
Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense	Jun 2, 2020	Adversarial Defense	—Unverified	0
Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models	May 27, 2020	Adversarial DefenseAdversarial Purification	CodeCode Available	1
Revisiting Role of Autoencoders in Adversarial Settings	May 21, 2020	Adversarial DefenseAdversarial Robustness	—Unverified	0
Encryption Inspired Adversarial Defense for Visual Classification	May 16, 2020	Adversarial DefenseClassification	—Unverified	0
Class-Aware Domain Adaptation for Improving Adversarial Robustness	May 10, 2020	Adversarial AttackAdversarial Defense	—Unverified	0
RAIN: A Simple Approach for Robust and Accurate Image Classification Networks	Apr 24, 2020	Adversarial DefenseGeneral Classification	CodeCode Available	0
Adversarial Attacks and Defenses: An Interpretation Perspective	Apr 23, 2020	Adversarial AttackAdversarial Defense	—Unverified	0
PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning	Apr 12, 2020	Adversarial DefenseClustering	CodeCode Available	1

Show:10 25 50

← PrevPage 12 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