Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 403 papers

Title	Date	Tasks	Status	Hype
Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria	Oct 5, 2023	Adversarial AttackAdversarial Defense	CodeCode Available	0
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training	Oct 3, 2023	Adversarial DefenseComputational Efficiency	CodeCode Available	1
Revisiting Adversarial Robustness Distillation from the Perspective of Robust Fairness	Sep 21, 2023	Adversarial Defense	CodeCode Available	0
Language Guided Adversarial Purification	Sep 19, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	0
MAD: Meta Adversarial Defense Benchmark	Sep 18, 2023	Adversarial DefenseFew-Shot Learning	CodeCode Available	0
Deep Nonparametric Convexified Filtering for Computational Photography, Image Synthesis and Adversarial Defense	Sep 13, 2023	Adversarial DefenseDenoising	—Unverified	0
Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification	Sep 11, 2023	Adversarial DefenseImage Reconstruction	CodeCode Available	0
DAD++: Improved Data-free Test Time Adversarial Defense	Sep 10, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
DiffDefense: Defending against Adversarial Attacks via Diffusion Models	Sep 7, 2023	Adversarial Defense	CodeCode Available	1
Robust Adversarial Defense by Tensor Factorization	Sep 3, 2023	Adversarial Defense	—Unverified	0
Robustifying Point Cloud Networks by Refocusing	Aug 10, 2023	3D ClassificationAdversarial Defense	CodeCode Available	0
AdvFAS: A robust face anti-spoofing framework against adversarial examples	Aug 4, 2023	Adversarial DefenseFace Anti-Spoofing	CodeCode Available	0
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models	Jul 31, 2023	Adversarial DefenseAdversarial Purification	CodeCode Available	1
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models	Jul 24, 2023	Adversarial AttackAdversarial Defense	CodeCode Available	1
Making Pre-trained Language Models both Task-solvers and Self-calibrators	Jul 21, 2023	Adversarial Defense	CodeCode Available	0
Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification	Jul 14, 2023	Adversarial DefenseOccluded Person Re-Identification	CodeCode Available	0
ATWM: Defense against adversarial malware based on adversarial training	Jul 11, 2023	Adversarial DefenseDeep Learning	—Unverified	0
Enhancing Adversarial Robustness via Score-Based Optimization	Jul 10, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks	Jun 15, 2023	Adversarial DefenseFace Recognition	CodeCode Available	1
Revisiting and Advancing Adversarial Training Through A Simple Baseline	Jun 13, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0
Towards Black-box Adversarial Example Detection: A Data Reconstruction-based Method	Jun 3, 2023	Adversarial Defense	—Unverified	0
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models	Jun 2, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective	Jun 1, 2023	Adversarial Defense	CodeCode Available	0
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach	Jun 1, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness	May 25, 2023	Adversarial DefenseAdversarial Purification	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