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Papers Benchmarks Datasets Tasks

MIMIC-CXR dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

MIMIC-CXR

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Probabilistic Calibration

MIMIC-CXR 20K labeled samples

0.083Brier Score

5

Report-to-CXR Generation

MIMIC-CXR-JPG (test)

-0.246Posture Alignment

5

Pneumonia localization

MIMIC-CXR (test)

54.5IoU @ 0.25

5

Medical Image Watermarking

MIMIC-CXR-JPG

39.71PSNR

5

Chest Radiology Report Binary Classification

MIMIC-CXR (test)

98.4AP (LO)

5

Multi-label Classification

MIMIC-CXR-JPG (val)

71.5AUC (Total)

5

Chain-of-Thought Quality

MIMIC-CXR

4.73Causal Support

4

Medical Report Generation

MIMIC-CXR Frontal images (test)

60.6CheXbert mF1-14

4

Sentence-level confidence calibration

MIMIC-CXR (test)

0.283GREEN

4

Medical Report Generation

MIMIC-CXR

50.86Pass@1

4

Frontal and Report-to-Lateral (F+T→L) X-ray Generation

MIMIC-CXR (test)

0.44FID

4

Report-to-Lateral (T→L) X-ray Generation

MIMIC-CXR (test)

2.56FID

4

Lateral and Report-to-Frontal (L+T→F) X-ray Generation

MIMIC-CXR (test)

0.44FID

4

Frontal+Text-to-Lateral X-ray Generation (F+T→L)

MIMIC-CXR

11.97FID (Inception-v3)

4

Text-to-Lateral X-ray Generation (T→L)

MIMIC-CXR

13.9FID (Inception-v3)

4

Lateral+Text-to-Frontal X-ray Generation (L+T→F)

MIMIC-CXR

11.51FID (Inception-v3)

4

Radiology Report Generation

MIMIC-CXR Frontal+Lateral-to-Text

0.62Atl.

4

Radiology Report Generation

MIMIC-CXR Lateral-to-Text

62Atelectasis F1

4

Radiology Report Generation

MIMIC-CXR (F+L→T) (test)

44BLEU-1

4

Medical Report Generation

MIMIC-CXR 100 samples human evaluation

21Faithfulness Loss

4

Lung cancer classification

MIMIC-CXR (test)

82.3Precision

3

Medical Visual Question Answering

MIMIC-CXR VQA

18.4CHAIRS

3

Evidence Verification

MIMIC-CXR (test)

97.43AUROC

3

Case-grounded verification

MIMIC-CXR (test)

97.43AUROC

3

Frontal-to-Lateral (F→L) X-ray Generation

MIMIC-CXR (test)

0.48FID

3

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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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