Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Medical Image Classification research benchmarks – Page 8 · SOTA2 Research

Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

87.41Colon Accuracy

9

Feb 26, 2026

78.92Lung Accuracy

9

Feb 26, 2026

PadChest (test)

72.51AUC

9

Feb 26, 2026

ChestXpert (test)

89.97AUC

9

Feb 26, 2026

44.08mAP

8

Jul 2, 2026

ISIC 2019 (test)

58.4MEL Accuracy

8

May 11, 2026

MedTrinity v1.0 (test)

63.65Diabetic Performance

8

Mar 17, 2026

MedTrinity (test)

Random Selection

11.29ChestXray14 Performance

8

Mar 17, 2026

MILK Clinical 10k

0.915AUC

8

Feb 26, 2026

MILK Dermoscopic 10k

0.913AUC

8

Feb 26, 2026

CheXpert (test)

0.758WGA

8

Feb 26, 2026

PAD-UFES-20 (test)

76.3Accuracy

8

Feb 26, 2026

69.6ACC

8

Feb 26, 2026

CheXpert 13 classes (test)

0.919AUROC

8

Feb 26, 2026

MURA 2 classes (test)

0.91AUROC

8

Feb 26, 2026

82.58Accuracy

8

Feb 26, 2026

Fed-ISIC Low-Quality Data

Collaborative Learning via Prediction Consensus (Dynamic)

26.9Balanced Accuracy

8

Feb 26, 2026

Fed-ISIC Regular

Collaborative Learning via Prediction Consensus (Static)

30.2Balanced Accuracy

8

Feb 26, 2026

Pathology Global Performance no hold-out client

86.44Accuracy

8

Feb 26, 2026

Pathology no hold-out client (Local Performance)

89.2Accuracy

8

Feb 26, 2026

Medical VLM Average across tasks

55.2ACA

8

Feb 26, 2026

MIMIC-CXR (test)

Worst-Group Equalized Odds Regularization

0.153EOdds (Age)

7

May 20, 2026

RNFL-OCT (test)

0.418EOdds (Age)

7

May 20, 2026

94.2Accuracy

7

Apr 23, 2026

81Accuracy

7

Apr 23, 2026

Page 8 of 14

Popular datasets

CheXpert MedMnist ISIC MIMIC Skin

Follow for updates

Join SOTA2 Contact