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Competitions with currently unpublished results: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
Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification	Sep 11, 2023	Adversarial DefenseImage Reconstruction	CodeCode Available
DAD++: Improved Data-free Test Time Adversarial Defense	Sep 10, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available
Robust Adversarial Defense by Tensor Factorization	Sep 3, 2023	Adversarial Defense	—Unverified
Robustifying Point Cloud Networks by Refocusing	Aug 10, 2023	3D ClassificationAdversarial Defense	CodeCode Available
AdvFAS: A robust face anti-spoofing framework against adversarial examples	Aug 4, 2023	Adversarial DefenseFace Anti-Spoofing	CodeCode Available
Making Pre-trained Language Models both Task-solvers and Self-calibrators	Jul 21, 2023	Adversarial Defense	CodeCode Available
Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification	Jul 14, 2023	Adversarial DefenseOccluded Person Re-Identification	CodeCode Available
ATWM: Defense against adversarial malware based on adversarial training	Jul 11, 2023	Adversarial DefenseDeep Learning	—Unverified
Revisiting and Advancing Adversarial Training Through A Simple Baseline	Jun 13, 2023	Adversarial DefenseAdversarial Robustness	—Unverified
Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method	Jun 3, 2023	Adversarial Defense	—Unverified
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models	Jun 2, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available
Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective	Jun 1, 2023	Adversarial Defense	CodeCode Available
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach	Jun 1, 2023	Adversarial AttackAdversarial Defense	—Unverified
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness	May 25, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available
Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend	May 18, 2023	Adversarial AttackAdversarial Defense	—Unverified
Releasing Inequality Phenomena in L_-Adversarial Training via Input Gradient Distillation	May 16, 2023	Adversarial DefenseAdversarial Robustness	—Unverified
The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples	May 6, 2023	Adversarial AttackAdversarial Defense	—Unverified
Lyapunov-Stable Deep Equilibrium Models	Apr 25, 2023	Adversarial DefenseAdversarial Robustness	—Unverified
Masked Language Model Based Textual Adversarial Example Detection	Apr 18, 2023	Adversarial DefenseLanguage Modeling	CodeCode Available
Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense	Mar 21, 2023	Adversarial AttackAdversarial Defense	—Unverified
SMUG: Towards robust MRI reconstruction by smoothed unrolling	Mar 14, 2023	Adversarial Defenseimage-classification	CodeCode Available
Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey	Mar 11, 2023	Adversarial AttackAdversarial Defense	—Unverified
Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples	Mar 8, 2023	Adversarial Defense	—Unverified
Beyond Pretrained Features: Noisy Image Modeling Provides Adversarial Defense	Feb 2, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available

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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