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ResearchFormerly WizWand

MIMIC-CXR

Benchmarks

TaskDatasetSOTA resultTrendResults

Radiology Report Generation

MIMIC-CXR (test)

12.4BLEU-4

235

Medical Report Generation

MIMIC-CXR (test)

0.415ROUGE-L

100

Radiology Report Generation

MIMIC-CXR

45METEOR

77

Medical Report Generation

MIMIC-CXR

0.164BLEU-4

43

Medical Report Generation

MIMIC-CXR

25.69ROUGE-L

34

Medical Report Generation

MIMIC-CXR

70.8F1 Score

34

Thoracic Disease Classification

MIMIC-CXR (test)

84.04Average AUC

34

Diagnostic Report Generation

MIMIC-CXR 14 (test)

16.5BLEU-4

27

Radiology Report Generation

MIMIC-CXR Findings

19.3BLEU-4

26

Medical Image Re-identification

MIMIC-CXR

96.89CMC-R1

26

Medical Visual Question Answering

MIMIC-CXR

84.68Accuracy

25

Radiology Report Generation

MIMIC-CXR (official)

0.474CheXpert-14 Score

23

Medical Visual Question Answering

MIMIC-CXR-VQA (test)

65.2Accuracy

22

Binary disease diagnosis

MIMIC-CXR

81Macro Accuracy

21

Medical Report Generation

MIMIC-CXR 2.0.0 (test)

0.148BL-4

21

Medical Image Report Labeling

MIMIC-CXR (test)

45.8Macro F1 (14 Labels)

21

Chest X-ray Report Generation

MIMIC-CXR (test)

45.8F1 Macro (14)

21

Cross-modal Retrieval

MIMIC-CXR

22.137Recall@1

20

Image-to-Text Retrieval

MIMIC-CXR (test)

2,102R@1

20

Report Generation

MIMIC-CXR (test)

15.6BLEU-4

20

Medical Report Summarization

MIMIC-CXR (test)

69.83ROUGE-L

19

Disease Classification

MIMIC-CXR

0.861F1 Score

19

Radiology Report Generation

MIMIC-CXR (sn)

42.8BLEU-1

17

Medical Visual Question Answering

MIMIC-Ext MIMIC-CXR VQA

22.39Accuracy

16

Hallucination detection

MIMIC-CXR

94.26PR-AUC

16