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Papers Benchmarks Datasets Tasks

CheXpert dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

CheXpert

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Disease Classification

CheXpert (1% labels)

88.5Macro AUC

4

Medical Report Generation

CheXpert Plus (external val)

0.094BLEU-4

4

Medical Report Generation

CheXpert Plus

49.43Pass@1

4

CheXpert

61.6F1 Score

4

Checklist auditing

CheXpert

56.6Checklist Pass Rate

3

Fiber Loss Evaluation

CheXpert (test)

1.2L_fiber (invariant samples)

3

Medical Image Classification

CheXpert global (test)

77.88Accuracy

2

Medical Image Classification

CheXpert local (test)

76.98Accuracy

2

Multi-task Deep AUC Maximization

CheXpert (test)

0.82mAUC

2

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Popular tasks

Classification Medical Image Classification Multi-Label Classification Linear Classification Findings Classification

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