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Papers Benchmarks Datasets Tasks

Slide-level classification research benchmarks · SOTA2 Research

Slide-level classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TCGA NSCLC (test)

TransMIL + IBMIL

94.29Accuracy

96

May 26, 2026

0.996AUC

78

May 7, 2026

CAMELYON 17 (test)

80.6F1 Score

22

Jun 30, 2026

PANDA held-out (test)

76.6F1 Score

22

Jun 30, 2026

TCGA-BRCA (10-fold cross-validation)

86.6F1 Score

17

Feb 26, 2026

LBP-CECA (test)

Full Supervision

74.1F1 Score

16

Feb 26, 2026

MLH1-UCEC (test)

80.3Accuracy

14

Feb 26, 2026

P53-UCEC (test)

93.3Accuracy

14

Feb 26, 2026

CAMELYON16 held-out (test)

99.3AUC

11

Jun 30, 2026

67.2Balanced Accuracy

11

Feb 26, 2026

RCC Slide-level (test)

Original PFM In-Dom.

97.37Balanced Accuracy

10

May 26, 2026

72.7F1 Score

10

Feb 26, 2026

63.8F1 Score

10

Feb 26, 2026

0.87AUC

8

Feb 26, 2026

0.979AUC

8

Feb 26, 2026

TCGA Lung Cancer dataset

0.97AUC (Slide)

6

Feb 26, 2026

Popular datasets

CAMELYON BRACS PANDA TCGA TCGA-BRCA

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