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Untargeted Attack research benchmarks · SOTA2 Research

Untargeted Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

98.74Attack Success Rate

56

Apr 10, 2026

100ASR

56

Apr 10, 2026

ImageNet (test)

9.91Mean L2 Distortion (2K Budget)

42

Feb 26, 2026

0.098GED

7

May 28, 2026

0.055GED

7

May 28, 2026

Res-50 AT (l∞) (with R&P) (test)

47.7Attack Success Rate

6

Feb 26, 2026

Res-50 AT (l2) (with R&P) (test)

77.7Attack Success Rate

6

Feb 26, 2026

IncRes ens (with R&P) v2 (test)

87Attack Success Rate

6

Feb 26, 2026

Inc-v3_adv (with R&P) (test)

94.8Attack Success Rate

6

Feb 26, 2026

ImageNet ConvNet Set (val)

DRAP (200 iter)

98.4AlexNet

4

Mar 31, 2026

ImageNet Overall (val)

DRAP (200 iter)

86.8Overall Attack Success Rate

3

Mar 31, 2026

ImageNet Metaformer Set (val)

DRAP (200 iter)

97.4ViT-S Accuracy

3

Mar 31, 2026

ImageNet Metaformer (AT) Set (val)

DRAP (200 iter)

64.6Swin-B Accuracy

2

Mar 31, 2026

ImageNet ConvNet (AT) Set (val)

DRAP (200 iter)

74.2Robust Accuracy

2

Mar 31, 2026

Popular datasets

ImageNet Res-50 MIMIC Freebase Inc

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