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Papers Benchmarks Datasets Tasks

Bag-level classification research benchmarks · SOTA2 Research

Bag-level classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (test)

1AUC

54

Jun 11, 2026

1AUC

36

Jun 11, 2026

94.25AUC

27

Feb 26, 2026

Cervical Cancer Dataset

81.89AUC

25

Feb 26, 2026

NCT-CRC 70% positive patch ratio

1AUC

9

Jun 11, 2026

NCT-CRC 50% positive patch ratio

100AUC

9

Jun 11, 2026

NCT-CRC 20% positive patch ratio

1AUC

9

Jun 11, 2026

NCT-CRC 10% positive patch ratio

100AUC

9

Jun 11, 2026

Bone Marrow Cytology 0.5% Witness Rate (test)

66.4F1-score

5

Jun 9, 2026

Bone Marrow Cytology 1% Witness Rate (test)

56.7F1 Score

5

Jun 9, 2026

Bone Marrow Cytology 5% Witness Rate (test)

96F1-score

5

Jun 9, 2026

Bone Marrow Cytology 10% Witness Rate (test)

97.1F1-score

5

Jun 9, 2026

TCGA-Lung Cancer 1-shot

TOP (Instance+Bag Prompt-Learning)

0.712AUC

5

Feb 26, 2026

TCGA-Lung Cancer 2-shot

TOP (Instance+Bag Prompt-Learning)

72.45AUC

5

Feb 26, 2026

TCGA-Lung Cancer 4-shot

TOP (Instance+Bag Prompt-Learning)

75.31AUC

5

Feb 26, 2026

TCGA-Lung Cancer 8-shot

TOP (Instance+Bag Prompt-Learning)

0.806AUC

5

Feb 26, 2026

TCGA-Lung Cancer 16-shot

TOP (Instance+Bag Prompt-Learning)

0.824AUC

5

Feb 26, 2026

Breast Ultrasound

0.939AUC

5

Feb 26, 2026

TCGA-LUAD mutation

72.3EGFR Mutation Accuracy

2

Feb 26, 2026

Popular datasets

NCT-CRC TCGA lung cancer Bone Marrow Cytology CAMELYON CIFAR

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