Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 403 papers

Title	Date	Tasks	Status	Hype
CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models	Jun 9, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling	May 24, 2022	Adversarial DefenseImage Generation	CodeCode Available	0
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	May 1, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	0
Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks	Apr 26, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
A Mask-Based Adversarial Defense Scheme	Apr 21, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
GUARD: Graph Universal Adversarial Defense	Apr 20, 2022	Adversarial Defense	CodeCode Available	1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval	Apr 18, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
DAD: Data-free Adversarial Defense at Test Time	Apr 4, 2022	Adversarial DefenseDomain Adaptation	—Unverified	0
Text Adversarial Purification as Defense against Adversarial Attacks	Mar 27, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Adversarial Defense via Image Denoising with Chaotic Encryption	Mar 19, 2022	Adversarial DefenseDenoising	—Unverified	0
A Survey of Adversarial Defences and Robustness in NLP	Mar 12, 2022	Adversarial Defensenamed-entity-recognition	—Unverified	0
A^3D: A Platform of Searching for Robust Neural Architectures and Efficient Adversarial Attacks	Mar 7, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	Mar 3, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	0
LPF-Defense: 3D Adversarial Defense based on Frequency Analysis	Feb 23, 2022	3D Point Cloud ClassificationAdversarial Defense	CodeCode Available	1
Exploring Adversarially Robust Training for Unsupervised Domain Adaptation	Feb 18, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Open-set Adversarial Defense with Clean-Adversarial Mutual Learning	Feb 12, 2022	Adversarial DefenseDenoising	CodeCode Available	1
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios	Feb 10, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) framework	Feb 5, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
Scale-Invariant Adversarial Attack for Evaluating and Enhancing Adversarial Defenses	Jan 29, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Detection of Word Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation	Jan 16, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	0
Super-Efficient Super Resolution for Fast Adversarial Defense at the Edge	Dec 29, 2021	Adversarial Defenseimage-classification	CodeCode Available	0
Invertible Image Dataset Protection	Dec 29, 2021	Adversarial Defense	—Unverified	0
Adaptive Modeling Against Adversarial Attacks	Dec 23, 2021	Adversarial DefenseDeep Learning	CodeCode Available	0
Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization	Dec 23, 2021	Adversarial Defense	CodeCode Available	1
All You Need is RAW: Defending Against Adversarial Attacks with Camera Image Pipelines	Dec 16, 2021	Adversarial DefenseAll	CodeCode Available	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