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Papers Benchmarks Datasets Tasks

Medical Image Classification research benchmarks – Page 11 · SOTA2 Research

Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

HAM-7 Dermoscopy

0.805W_F1

6

Feb 26, 2026

DAFFODIL Dermoscopy 5

88.9Weighted F1 Score

6

Feb 26, 2026

NIH (100% labeled)

78.7AUC

6

Feb 27, 2026

NIH 10% labeled

71.6AUC

6

Feb 27, 2026

NIH (1% labeled)

0.622AUC

6

Feb 27, 2026

CXP (100% labeled)

78.1AUC

6

Feb 27, 2026

CXP 10% labeled

72.1AUC

6

Feb 27, 2026

CXP (1% labeled)

0.644AUC

6

Feb 27, 2026

MIMIC (100% labeled)

80.2AUC

6

Feb 27, 2026

MIMIC (10% labeled)

74.8AUC

6

Feb 27, 2026

MIMIC (1% labeled)

69.5AUC

6

Feb 27, 2026

0.931Accuracy

6

Feb 26, 2026

0.4Equivariance Gap (∆Eq)

6

Feb 26, 2026

0.8Equivariance Gap (∆Eq)

6

Feb 26, 2026

PneumoniaMNIST (test)

91.2Accuracy

5

Jun 1, 2026

APTOS Blindness Detection 2019

-0.046QWK

5

May 4, 2026

0.84AUC (Lung opacity)

5

Apr 21, 2026

Paired fixed 4 images 4 patients (val)

Plain cross-modal logit KD

87.5Accuracy

5

Apr 1, 2026

Coronary Angiography (test)

98.33Accuracy

5

Feb 26, 2026

SD-128 Clinical

47.3Weighted F1

5

Feb 26, 2026

57.91Accuracy

5

Feb 26, 2026

Skin-Lesion gamma = 0% (test)

Association Graph Learning

85.98Accuracy

5

Feb 26, 2026

Skin-Lesion gamma = 33% (test)

Association Graph Learning

16.58Sensitivity

5

Feb 26, 2026

Skin-Lesion gamma = 67% (test)

Association Graph Learning

10.82Metric Am

5

Feb 26, 2026

RadPath ALL (test)

0.777BA

5

Feb 26, 2026

Page 11 of 14

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