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Classification research benchmarks – Page 120 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

biodeg 25% label noise (test)

84.4Accuracy

7

Mar 9, 2026

Hospital B (test)

85.39Accuracy

7

Mar 9, 2026

datasets (test)

GCN-Densenet121

96.74Accuracy

7

Mar 9, 2026

3D Shapes A/C (local out-of-distribution)

0Classification Error

7

Mar 5, 2026

3D Shapes A/B (global out-of-distribution)

0Error Rate

7

Mar 5, 2026

75.3AUROC

7

Mar 4, 2026

0.992AUROC

7

Mar 4, 2026

76.4AUROC

7

Mar 4, 2026

0.866AUROC

7

Mar 4, 2026

88.8AUROC

7

Mar 4, 2026

CBIS-DDSM Mass (test)

78.31Accuracy

7

Feb 26, 2026

Three high-dimensional datasets

95.2Max HD-RRS

7

Feb 26, 2026

19 benchmark datasets

81.5Max ALL-RRS Score

7

Feb 26, 2026

Artificial1 (test)

68.4Accuracy

7

Feb 26, 2026

Pub-Brain-5-GT (test)

95Balanced Accuracy (Stroke)

7

Feb 26, 2026

93.8F1 Score

7

Feb 26, 2026

94.6F1 Score

7

Feb 26, 2026

87.8Accuracy

7

Feb 26, 2026

89Accuracy

7

Feb 26, 2026

84.4PGD Accuracy

7

Feb 26, 2026

OrganAMNIST D16

44.2PGD

7

Feb 26, 2026

45.7PGD Acc

7

Feb 26, 2026

0.543Robustness (PGD)

7

Feb 26, 2026

Tuberculosis CXR D3

90.5PGD Robustness Score

7

Feb 26, 2026

65.6PGD Accuracy

7

Feb 26, 2026

Page 120 of 202

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