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Medical Image Classification research benchmarks – Page 10 · SOTA2 Research

Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MIMIC Car γ = 0

2.31S+ Metric

6

May 20, 2026

71.17F1 Score

6

May 7, 2026

50.1Average F1 (3 conditions)

6

Apr 8, 2026

51.2Average F1 (5 conditions)

6

Apr 8, 2026

NIH-8 cross-domain

72.25Macro-AUC

6

Mar 11, 2026

CheXpert-12 (in-domain)

85.88Macro-AUC

6

Mar 11, 2026

Average All Datasets Harmonic Mean

44.1Accuracy

6

Mar 9, 2026

Average All Datasets, Low-End Target

39.3Accuracy

6

Mar 9, 2026

Average All Datasets, High-End Source

54.8Accuracy

6

Mar 9, 2026

Breast Harmonic Mean

50.3Accuracy

6

Mar 9, 2026

Breast Low-End Target

57.2Accuracy

6

Mar 9, 2026

Breast High-End Source

75.2Accuracy

6

Mar 9, 2026

Chest Harmonic Mean

44.4Accuracy

6

Mar 9, 2026

Chest Low-End Target

54.5Accuracy

6

Mar 9, 2026

Chest High-End Source

54.5Accuracy

6

Mar 9, 2026

Skin II Harmonic Mean

33.1Accuracy (ACC)

6

Mar 9, 2026

Skin II Low-End Target

31.6Accuracy

6

Mar 9, 2026

Skin II High-End Source

40.7Accuracy

6

Mar 9, 2026

Skin I Harmonic Mean

50.9Accuracy (ACC)

6

Mar 9, 2026

Skin I Low-End Target

46.4Accuracy

6

Mar 9, 2026

Skin High-End Source I

58.3Accuracy

6

Mar 9, 2026

SNU-134 Clinical

42.2Weighted F1

6

Feb 26, 2026

PH2 Dermoscopy 2

88.2W_F1

6

Feb 26, 2026

0.709Weighted F1

6

Feb 26, 2026

ISIC Dermoscopy 20-2

0.97Weighted F1

6

Feb 26, 2026

Page 10 of 14

Popular datasets

CheXpert MedMnist ISIC MIMIC Skin

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