Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 403 papers

Title	Date	Tasks	Status	Hype
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1
Open-set Adversarial Defense with Clean-Adversarial Mutual Learning	Feb 12, 2022	Adversarial DefenseDenoising	CodeCode Available	1
PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning	Apr 12, 2020	Adversarial DefenseClustering	CodeCode Available	1
A Person Re-identification Data Augmentation Method with Adversarial Defense Effect	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1
Perturbation Inactivation Based Adversarial Defense for Face Recognition	Jul 13, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations	Jul 4, 2018	Adversarial DefenseBenchmarking	CodeCode Available	1
Adversarial Training for Free!	Apr 29, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models	Jul 24, 2023	Adversarial AttackAdversarial Defense	CodeCode Available	1
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?	Jun 26, 2020	Adversarial DefenseBackdoor Attack	CodeCode Available	1
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios	Feb 10, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
Boundary thickness and robustness in learning models	Jul 9, 2020	Adversarial DefenseData Augmentation	CodeCode Available	1
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense	Oct 30, 2024	Adversarial DefenseDisentanglement	CodeCode Available	1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval	Apr 18, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training	Oct 3, 2023	Adversarial DefenseComputational Efficiency	CodeCode Available	1
DiffDefense: Defending against Adversarial Attacks via Diffusion Models	Sep 7, 2023	Adversarial Defense	CodeCode Available	1
DISCO: Adversarial Defense with Local Implicit Functions	Dec 11, 2022	Adversarial Defenseimage-classification	CodeCode Available	1
DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks	Aug 29, 2021	Adversarial AttackAdversarial Defense	CodeCode Available	1
ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense	Jan 2, 2020	Adversarial DefenseDenoising	CodeCode Available	1
Fast Certified Robust Training with Short Warmup	Mar 31, 2021	Adversarial Defense	CodeCode Available	1
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
GUARD: Graph Universal Adversarial Defense	Apr 20, 2022	Adversarial Defense	CodeCode Available	1
Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness	Mar 2, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Learnable Boundary Guided Adversarial Training	Nov 23, 2020	Adversarial Defense	CodeCode Available	1
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks	Oct 21, 2022	Adversarial DefenseTransfer Learning	CodeCode Available	1
Decoupled Kullback-Leibler Divergence Loss	May 23, 2023	Adversarial DefenseAdversarial Robustness	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