Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 403 papers

Title	Date	Tasks	Status	Hype
CAAD 2018: Generating Transferable Adversarial Examples	Sep 29, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Characterizing Audio Adversarial Examples Using Temporal Dependency	Sep 28, 2018	Adversarial DefenseAutomatic Speech Recognition	—Unverified	0
Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization	Sep 23, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Efficient Formal Safety Analysis of Neural Networks	Sep 19, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Defense Against Adversarial Attacks with Saak Transform	Aug 6, 2018	Adversarial Defense	—Unverified	0
A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees	Jul 10, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations	Jul 4, 2018	Adversarial DefenseBenchmarking	CodeCode Available	1
Customizing an Adversarial Example Generator with Class-Conditional GANs	Jun 27, 2018	Adversarial DefenseDiversity	—Unverified	0
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference	May 21, 2018	Adversarial Defense	—Unverified	0
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models	May 17, 2018	Adversarial DefenseAdversarial Defense against FGSM Attack	CodeCode Available	0
Adversarial Defense based on Structure-to-Signal Autoencoders	Mar 21, 2018	Adversarial AttackAdversarial Defense	—Unverified	0
Stochastic Activation Pruning for Robust Adversarial Defense	Mar 5, 2018	Adversarial Defense	CodeCode Available	0
Are Generative Classifiers More Robust to Adversarial Attacks?	Feb 19, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples	Feb 1, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Certified Defenses against Adversarial Examples	Jan 29, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality	Jan 8, 2018	Adversarial Defense	CodeCode Available	0
Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser	Dec 8, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	0
AOGNets: Compositional Grammatical Architectures for Deep Learning	Nov 15, 2017	Adversarial DefenseDeep Learning	CodeCode Available	0
Mitigating Adversarial Effects Through Randomization	Nov 6, 2017	Adversarial DefenseImage Classification	CodeCode Available	0
Countering Adversarial Images using Input Transformations	Oct 31, 2017	Adversarial DefenseGeneral Classification	CodeCode Available	0
ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models	Aug 14, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	0
Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning	Aug 1, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	0
Towards Deep Learning Models Resistant to Adversarial Attacks	Jun 19, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	1
Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN	May 9, 2017	Adversarial DefenseGenerative Adversarial Network	—Unverified	0
Delving into Transferable Adversarial Examples and Black-box Attacks	Nov 8, 2016	Adversarial AttackAdversarial 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