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Papers Benchmarks Datasets Tasks

MIMIC-CXR dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

MIMIC-CXR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Medical Report Generation

MIMIC-CXR findings

34.02BLEU-1

10

Radiology Report Generation

MIMIC-CXR

0.526BERTScore

9

MIMIC-CXR

61.26QAScore

9

Report Generation

MIMIC-CXR 10% sample Findings

0.144METEOR

9

Human-AI Cooperation

MIMIC-CXR

93.01AUAUC

9

MIMIC-CXR

84.91Accuracy

9

X-ray understanding

MIMIC-CXR uncertain as positive

57.3Micro F1 (14 classes)

9

Selective Captioning

MIMIC-CXR 5x200 (test)

0.275AURC (Cider-N)

9

Text-Image Retrieval

MIMIC-CXR 5x200

63.1mAP@1

9

Image-Text Retrieval

MIMIC-CXR 5x200

60.7mAP@1

9

Report-to-CXR Retrieval

MIMIC-CXR

51.18Recall@1

9

CXR-to-Report Retrieval

MIMIC-CXR

51.47Recall@1

9

Medical Image Reporting

MIMIC-CXR

40.1BLEU-1

8

Counterfactual Generation

MIMIC-CXR (test)

18.8Target AUC

8

Medical Report Generation

MIMIC-CXR All views (test)

12.4BLEU-4

8

X-ray understanding

MIMIC-CXR uncertain as negative

57.3Micro F1 (14 classes)

8

Disease Classification

MIMIC-CXR (val)

78.46AUROC

8

Chest X-ray Report Generation

MIMIC-CXR

47.1Precision

8

Image-to-report retrieval

MIMIC-CXR

71.3CHEXBERT Score

7

Image-to-report retrieval

MIMIC-CXR (test)

0.287ROUGE-L

7

Image-to-Text Retrieval

MIMIC-CXR (test)

80.8mAP (32 bits)

7

Medical Report Generation

MIMIC-CXR

33.4BLEU-1

7

Medical Image Classification

MIMIC-CXR (test)

0.153EOdds (Age)

7

Structured Radiology Report Generation

MIMIC-CXR

32.96F1Rad-S

7

Radiology report generation

MIMIC-CXR-EN (test)

88.1Micro Accuracy

7

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Popular tasks

Radiology Report Generation Medical Report Generation Text-to-Image Generation Medical Visual Question Answering Report Generation

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