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Papers Benchmarks Datasets Tasks

Disease Classification research benchmarks – Page 3 · SOTA2 Research

Disease Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.06Accuracy

6

Feb 26, 2026

LSD (Lumpy Skin Disease)

99.11Accuracy

6

Feb 26, 2026

0.861POS AUC

6

Feb 26, 2026

ChestXray14 (test)

85.1POS AUC

6

Feb 26, 2026

MIMIC-III (test)

0.767AUC

6

Feb 26, 2026

CAMELYON17-WILDS OOD (val)

self-supervised Vision Transformer

94.16Accuracy

6

Feb 26, 2026

Hernia Underrepresented Class (test)

77Accuracy

6

Feb 26, 2026

Pneumonia Underrepresented Class (test)

73Accuracy

6

Feb 26, 2026

Edema Underrepresented Class (test)

75Accuracy

6

Feb 26, 2026

SELDI PEAKS + LUMINEX (test)

21.54Error Rate

5

May 12, 2026

SELDI PEAKS (MS proteomic data) (test)

16.62Error Rate

5

May 12, 2026

Luminex 70/30 (test)

9.41Error Rate

5

May 12, 2026

Rheumatoid Arthritis (held-out)

56Accuracy

5

Apr 3, 2026

Gastric Cancer (held-out)

64Accuracy

5

Apr 3, 2026

Alzheimers (held-out)

76Accuracy

5

Apr 3, 2026

94Accuracy

5

Apr 3, 2026

RSNA Pneu. 10% labels

92.7Macro AUC

5

Mar 10, 2026

RSNA Pneu. (1% labels)

91.3Macro AUC

5

Mar 10, 2026

ChestX-ray14 100% labels

85.9Macro AUC

5

Mar 10, 2026

86.9Precision

4

May 22, 2026

Pancreatic cancer study SELDI + Luminex (test)

8.46Error Rate

4

May 12, 2026

MLP (Radiomic + Geometric)

87.5Accuracy

4

May 7, 2026

CheXpert (10% labels)

88.5Macro AUC

4

Mar 10, 2026

CheXpert (1% labels)

88.5Macro AUC

4

Mar 10, 2026

91.7Precision

4

Feb 27, 2026

Page 3 of 4

Popular datasets

UK Biobank CheXpert ChestX-ray PadChest ADNI

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