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Papers Benchmarks Datasets Tasks

Multi-label Medical Image Classification research benchmarks · SOTA2 Research

Multi-label Medical Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

64.3Clean AUC

6

Apr 23, 2026

88.3AUC (Clean)

6

Apr 23, 2026

73AUC (Clean)

6

Apr 23, 2026

CheXpert External (test)

0.88ATEL AUROC

5

May 12, 2026

MIMIC Internal (test)

MedSigLIP(n=33M)

0.83AUROC (ATEL)

5

May 12, 2026

CT-RATE Internal (test)

0.83ATEL AUROC

4

May 12, 2026

RAD-ChestCT External (test)

0.63ATEL AUROC

3

May 12, 2026

Popular datasets

CheXpert MIMIC PadChest CT-RATE Rad-ChestCT

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