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RobustBench dataset and benchmarks · SOTA2 Research

Research Datasets

RobustBench

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

RobustBench-TC Clean 1.0 (test)

77.9Clean Accuracy

21

Robust Image Classification

RobustBench (test)

90RA

12

Adversarial Classification ($W_2$ distributional threat model)

RobustBench

74.62Adv Acc (W-PGD-CE)

2

Adversarial Classification ($W_{\infty}$ distributional threat model)

RobustBench

75.78Adversarial Accuracy (AutoAttack)

2

Popular tasks

Adversarial Classification ($W_{\infty}$ distributional threat model)Adversarial Classification ($W_2$ distributional threat model)Robust Image Classification Tool Use

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