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Disease Classification research benchmarks – Page 2 · SOTA2 Research

Disease Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

39.14ACC

11

Feb 26, 2026

0.324Accuracy

11

Feb 26, 2026

82.66Accuracy

11

Feb 26, 2026

0.596Accuracy

11

Feb 26, 2026

ABIDEII zero-shot (test)

54.03Accuracy

9

Mar 4, 2026

Pediatric Crohn’s Disease

74Accuracy

8

Apr 3, 2026

ADNI MCI (external)

69.12Accuracy

8

Feb 26, 2026

ADHD-200 (external)

63.53Accuracy

8

Feb 26, 2026

reviewed (test)

90Precision

8

Feb 26, 2026

ChestX-Ray14 (val)

Global-Local Contrastive Learning (augmented)

79.9AUROC

8

Feb 26, 2026

MIMIC-CXR (val)

Global-Local Contrastive Learning

78.46AUROC

8

Feb 26, 2026

AD-conditioned Generated Data (from MCI) (test)

88.6TPR (AD)

7

Jun 30, 2026

Generated Data (test)

84.48Accuracy

7

Jun 30, 2026

ABIDE Schaefer atlas ground-truth data augmented at three levels

71.54Accuracy

7

Jun 1, 2026

EchoGround-MIMIC (test)

86.5AUC

7

Feb 26, 2026

97.73Accuracy

7

Feb 26, 2026

Fitzpatrick17k 1.0 (test)

81.52Test Accuracy

7

Feb 26, 2026

Epithelium-Stroma 1.0 (test)

89.07Test Accuracy

7

Feb 26, 2026

Camelyon17-WILDS 1.0 (test)

0.957Test Accuracy

7

Feb 26, 2026

95.11Accuracy

6

Mar 31, 2026

80.89Accuracy

6

Mar 31, 2026

93.03Accuracy

6

Mar 31, 2026

UK Biobank CAD (test)

0.737AUC-ROC

6

Mar 12, 2026

RSNA Pneu. (100% labels)

93.3Macro-Averaged AUC

6

Mar 10, 2026

CheXpert 100% labels

89.6Macro-Averaged AUC

6

Mar 10, 2026

Page 2 of 4

Popular datasets

UK Biobank CheXpert ChestX-ray PadChest ADNI

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