Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–375 of 403 papers

Title	Date	Tasks	Status	Hype
Improving Adversarial Robustness via Guided Complement Entropy	Mar 23, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network	Mar 22, 2019	Adversarial DefenseImage Reconstruction	CodeCode Available	0
Adversarial Examples on Graph Data: Deep Insights into Attack and Defense	Mar 5, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0
L 1-norm double backpropagation adversarial defense	Mar 5, 2019	Adversarial Defense	—Unverified	0
PuVAE: A Variational Autoencoder to Purify Adversarial Examples	Mar 2, 2019	Adversarial DefenseAdversarial Defense against FGSM Attack	—Unverified	0
Robust Decision Trees Against Adversarial Examples	Feb 27, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0
Wasserstein Adversarial Examples via Projected Sinkhorn Iterations	Feb 21, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch	Feb 20, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0
On Evaluating Adversarial Robustness	Feb 18, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
Certified Adversarial Robustness via Randomized Smoothing	Feb 8, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples?	Feb 6, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0
Theoretically Principled Trade-off between Robustness and Accuracy	Jan 24, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1
Image Super-Resolution as a Defense Against Adversarial Attacks	Jan 7, 2019	Adversarial DefenseImage Enhancement	CodeCode Available	0
PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning	Dec 25, 2018	Adversarial DefenseDeep Learning	CodeCode Available	0
Feature Denoising for Improving Adversarial Robustness	Dec 9, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available	0
MMA Training: Direct Input Space Margin Maximization through Adversarial Training	Dec 6, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Adversarial Defense by Stratified Convolutional Sparse Coding	Nov 30, 2018	Adversarial Defense	CodeCode Available	0
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies	Nov 26, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Attention, Please! Adversarial Defense via Activation Rectification and Preservation	Nov 24, 2018	Adversarial AttackAdversarial Defense	—Unverified	0
Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack	Nov 22, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense	Nov 20, 2018	Adversarial Defense	—Unverified	0
Learning to Defend by Learning to Attack	Nov 3, 2018	Adversarial AttackAdversarial Defense	—Unverified	0
Efficient Two-Step Adversarial Defense for Deep Neural Networks	Oct 8, 2018	Adversarial DefenseVocal Bursts Valence Prediction	—Unverified	0
Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network	Oct 1, 2018	Adversarial Defense	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