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Robust Classification research benchmarks · SOTA2 Research

Robust Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet standard (test)

35.63Top-1 Acc

48

Feb 26, 2026

Tiny-ImageNet (test)

31.58Top-1 Accuracy

30

Feb 26, 2026

72.6Worst-Group Accuracy

23

Feb 26, 2026

Waterbirds (test)

92.9WGA

22

Jun 23, 2026

66.2Accuracy (Natural)

8

Jul 8, 2026

CelebA Follicles

83.9AGA Score

7

May 7, 2026

81.3AGA

7

May 7, 2026

79.6AGA

7

May 7, 2026

94.5AGA Score

7

May 7, 2026

2.3CW

6

Feb 27, 2026

Flowers102 (test)

54.1CW Accuracy

6

Feb 27, 2026

Popular datasets

ImageNet CelebA DTD CAMELYON Waterbirds

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