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Medical Image Classification research benchmarks – Page 12 · SOTA2 Research

Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.29Accuracy

4

Apr 30, 2026

SICAP Prostate Histo v2

0.81CER

4

Apr 15, 2026

Brain MRI Radiology

0CER

4

Apr 15, 2026

58.2Accuracy

4

Apr 15, 2026

Pneumonia Chest X-ray (test)

98.95Accuracy

4

Mar 24, 2026

Chest X-ray Pneumonia LLaVA-Med

97.6Accuracy (Iteration 1)

4

Feb 26, 2026

PatchCamelyon 1% imratio (test)

88.96AUC

4

Feb 26, 2026

DDSM+ 13% imratio (test)

0.954AUC

4

Feb 26, 2026

Kvasir-Capsule held-out video-level (test)

64.6AUC (Angiectasia)

3

May 15, 2026

82.5Worst-Shift Accuracy

3

Apr 24, 2026

Dermatology (Skin Conditions)

88.1AUC

3

Apr 8, 2026

Retinal OCT (test)

91.4Accuracy

3

Mar 24, 2026

82.9Accuracy

3

Mar 13, 2026

95.7Balanced Accuracy

3

Mar 13, 2026

OASIS (AD/CN) 1 (test)

Multi-Scale Reward Learning (Ours)

78Accuracy

3

Mar 9, 2026

BraTS HGG/LGG 2019 (test)

Multi-Scale Reward Learning (Ours)

71Accuracy

3

Mar 9, 2026

SIIM-COVID (test)

52.66Accuracy

3

Feb 26, 2026

VinDr-CXR (test)

52.37Accuracy

3

Feb 26, 2026

77.22Accuracy

3

Feb 26, 2026

Fed-ISIC 2019 (test)

79.29PA

3

Feb 26, 2026

RadPath FLAIR (test)

64.8BA

3

Feb 26, 2026

RadPath T1w (test)

65.4BA

3

Feb 26, 2026

RadPath T2 (test)

73.1Balanced Accuracy

3

Feb 26, 2026

RadPath T1 (test)

58.7BA

3

Feb 26, 2026

OCT-11k Zero-Tweet Expanded domain (Zeiss+Topcon)

82.44Accuracy

3

Feb 26, 2026

Page 12 of 14

Popular datasets

CheXpert MedMnist ISIC MIMIC Skin

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