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Papers Benchmarks Datasets Tasks

MIMIC-CXR dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

MIMIC-CXR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Medical Report Generation

MIMIC-CXR

69.83CheXbert Precision

7

Chest X-ray Classification

MIMIC-CXR

75.78AUC

7

No Finding Classification

MIMIC-CXR

80.6Avg Accuracy

7

Edema Classification

MIMIC-CXR Edema

85.7Balanced Accuracy

7

Cardiomegaly Classification

MIMIC-CXR CM

81.8Balanced Accuracy

7

Medical Image Generation

MIMIC-CXR (test)

2.7FID

7

MIMIC-CXR

85.46Accuracy

6

Pathology Classification

MIMIC-CXR

59Accuracy

6

Transfer Gap Analysis

MIMIC-CXR to PIFIR

0.012Delta F1 Score

6

Super-resolution

MIMIC-CXR

36.93PSNR (dB)

6

Progression Generation

MIMIC-CXR

0.937RadCliQ

6

Findings Generation

MIMIC-CXR

1.06RadCliQ

6

Grounded Report Generation

MIMIC-CXR

37.18BLEU-1

6

Medical report generation

MIMIC-CXR

0.206BLEU-2

6

Radiology Report Generation

MIMIC-CXR Findings + Impression

15.2BLEU-4

6

Report-to-Frontal (T→F) X-ray Generation

MIMIC-CXR (test)

1.63FID

6

Top-5 Disease Classification

MIMIC-CXR

0.892Top-5 AUROC

6

Report Generation

MIMIC-CXR Exp. (test)

21.6BLEU-4

6

Report-to-CXR generation

MIMIC-CXR

1.092FID

6

Impression Generation

MIMIC-CXR (test)

47.63ROUGE-1 Score

6

Automatic Impression Generation

MIMIC-CXR (test)

25Wins

6

Clinical Efficacy Scoring

MIMIC-CXR (test)

47.2Example-based Precision

6

Finding Extraction

MIMIC-CXR-EN 300-report (dev)

98.7Atelectasis Accuracy

5

Counterfactual CXR Generation

MIMIC-CXR-JPG subset

0.709Confidence Score

5

Radiology Report Generation

MIMIC-CXR Frontal-to-Text

62Atl.

5

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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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