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Attribute Classification research benchmarks · SOTA2 Research

Attribute Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Proposed + G + P

69.58Average Worst-Group Accuracy

60

Apr 3, 2026

83.86Accuracy

16

Feb 26, 2026

98.1Accuracy

15

Feb 26, 2026

CUB unseen attributes novel modified

71.7mAUROC

15

Feb 26, 2026

WhoSaidIt public release

100Accuracy (EN)

10

May 26, 2026

a-CLEVR unseen attributes

71.7mAUROC

9

Feb 26, 2026

CelebA superclass (test)

81.37Accuracy (Df)

8

Mar 30, 2026

CelebA superclass (train)

98.91Accuracy (Df)

8

Mar 30, 2026

CelebA Blond_Hair target label (test)

Unfair training (RG)

95.66Accuracy

8

Feb 26, 2026

CheXpert original (test)

67.4Devices Accuracy

7

Mar 5, 2026

MNIST original (test)

100Background Accuracy

7

Mar 5, 2026

CelebA T=a, S=br

82.52Accuracy

7

Feb 26, 2026

CelebA T=s, S=m

94.27Accuracy

7

Feb 26, 2026

CelebA (T=a, S=m)

84.01Accuracy

7

Feb 26, 2026

91.2Accuracy

6

Jul 2, 2026

CelebA-LoRA SD1.5

50.24Macro F1

6

Mar 18, 2026

18.34Macro-F1

5

Mar 18, 2026

50.38Macro F1

5

Mar 18, 2026

GoEmotions LoRA

5.67Macro F1 Score

5

Mar 18, 2026

CelebA Attractive Smiling pixel space (test)

66.9Average Accuracy

5

Mar 10, 2026

CelebA Blond Gender pixel space (test)

82Average Accuracy

5

Mar 10, 2026

55.15RC

5

Feb 26, 2026

CelebA Average over attributes v1 (test)

88.93Unbiased Accuracy

5

Feb 26, 2026

CelebA Black Hair v1 (test)

86.76Unbiased Acc

5

Feb 26, 2026

CelebA Eyeglasses v1 (test)

98.65Unbiased Acc

5

Feb 26, 2026

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