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Papers Benchmarks Datasets Tasks

BRACS dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

BRACS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multiple Instance Learning Classification

BRACS

75.78Accuracy

13

Breast Cancer Subtype Prediction

BRACS 512x512

65.98F1 Score

13

Breast Cancer Subtype Prediction

BRACS original

61.15F1 Score

13

Hierarchical Classification

BRACS

1.85Parent-child Violation Rate

12

Multiple-choice question answering

BRACS n = 570 (test)

63.3Accuracy

12

Histology classification

BRACS

63.5Accuracy

12

Histologic Subtype Classification

BRACS

60.3Accuracy

11

BRACS 26

0.821AUC

10

Slide-level classification

BRACS

63.8F1 Score

10

WSI Classification

BRACS fine-grained (test)

71.42F1 Score

9

BRACS (test)

73.85Accuracy

9

Slide-level classification

BRACS

0.87AUC

8

Patch-level Histopathology Classification

BRACS (5-fold CV)

56.52Macro F1

7

Lesion-type classification

BRACS-3

93.1AUC

5

WSI-level Search

BRACS

64Top-1 Accuracy

5

RoI-level classification

BRACS

69.3bACC

5

WSI-level classification

BRACS

64Top-1 Accuracy

1

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Popular tasks

WSI Classification Classification Breast Cancer Subtype Prediction Cancer Subtyping Slide-level classification

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