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Papers Benchmarks Datasets Tasks

Medical Image Classification research benchmarks – Page 2 · SOTA2 Research

Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.61Top-1 Accuracy

34

Mar 26, 2026

SC (Skin Cancer) (test)

79.05Accuracy

33

Feb 26, 2026

RetinaMNIST v2 (test)

MedGemma3-4B + PCDF (Ours)

82.2Accuracy

33

Feb 26, 2026

58.8Accuracy

32

May 27, 2026

BT (Brain Tumor) (test)

82.74Accuracy

31

Feb 26, 2026

CdTransformer + CcCL

94.3AUC

30

Jun 4, 2026

CheXpert High Non-IID Level

70.48Accuracy

30

Feb 26, 2026

CheXpert Medium Non-IID Level

72.16Performance

30

Feb 26, 2026

CheXpert Low Non-IID Level

76.64Accuracy

30

Feb 26, 2026

MedMNIST OrganS (test)

82.4Accuracy

30

Feb 26, 2026

88.5Accuracy

29

Feb 26, 2026

98.33Accuracy

28

Feb 26, 2026

COVID (downstream)

86.21Accuracy

28

Feb 26, 2026

87.26Accuracy

28

May 27, 2026

Retinopathy (test)

SiP (w/ embedding)

81.73Balanced Accuracy

27

Feb 26, 2026

DermaTri (test)

SiP (w/ embedding)

81.21Balanced Accuracy

27

Feb 26, 2026

Melanoma (test)

79.44BAcc

27

Feb 26, 2026

Glaucoma (test)

69.63Balanced Accuracy

27

Feb 26, 2026

SiP (w/ embedding)

85.92Balanced Accuracy

27

Feb 26, 2026

DermaMNIST m=5 synthetic annotators, K=7, mean agreement 64.7% (test)

2.06ECE

26

Mar 25, 2026

ISIC 2019 m=9 synthetic annotators, K=8, mean agreement 75% (test)

1.77ECE (Expected Calibration Error)

26

Mar 25, 2026

Qwen2.5-VL-3B+CoT

82.44Accuracy

26

Jun 23, 2026

79.57Accuracy

26

Feb 26, 2026

79.12Accuracy

26

Feb 26, 2026

Harvard-FairVLMed Linear Probing (test)

69.04Overall F1 Score

24

May 7, 2026

Page 2 of 14

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