MIMIC-CXR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Radiology Report Generation | MIMIC-CXR (test) | BLEU-46.6 | 172 | |
| Medical Report Generation | MIMIC-CXR (test) | ROUGE-L0.415 | 62 | |
| Radiology Report Generation | MIMIC-CXR | ROUGE-L42.3 | 57 | |
| Medical Report Generation | MIMIC-CXR | BLEU-40.164 | 43 | |
| Thoracic Disease Classification | MIMIC-CXR (test) | F1 (Weighted Average)96.8 | 32 | |
| Medical Report Generation | MIMIC-CXR | ROUGE-L25.69 | 28 | |
| Radiology Report Generation | MIMIC-CXR Findings | BLEU-419.3 | 26 | |
| Medical Image Re-identification | MIMIC-CXR | CMC-R196.89 | 26 | |
| Medical Report Generation | MIMIC-CXR | F1 Score53.3 | 22 | |
| Medical Report Generation | MIMIC-CXR 2.0.0 (test) | BL-40.148 | 21 | |
| Medical Image Report Labeling | MIMIC-CXR (test) | Macro F1 (14 Labels)45.8 | 21 | |
| Chest X-ray Report Generation | MIMIC-CXR (test) | F1 Macro (14)45.8 | 21 | |
| Image-to-Text Retrieval | MIMIC-CXR (test) | R@12,102 | 20 | |
| Report Generation | MIMIC-CXR (test) | BLEU-415.6 | 20 | |
| Medical Report Summarization | MIMIC-CXR (test) | ROUGE-L69.83 | 19 | |
| Medical Visual Question Answering | MIMIC-CXR-VQA (test) | Accuracy65.2 | 18 | |
| Medical Report Generation | MIMIC-CXR | ROUGE-L31.4 | 15 | |
| Radiology report generation | MIMIC-CXR | RaTE52.6 | 13 | |
| Clinical report generation | MIMIC-CXR | Accuracy6.04 | 13 | |
| Image-to-text retrieval | MIMIC-CXR | R@144.7 | 13 | |
| Chest X-ray classification | MIMIC-CXR MAIRA (test) | Macro F151.6 | 12 | |
| Chest X-ray classification | MIMIC-CXR Med-Gemini (test) | Macro F190.7 | 12 | |
| Diagnostic Report Generation | MIMIC-CXR 14 (test) | BLEU-416.3 | 12 | |
| Text-to-Image Retrieval | MIMIC-CXR (test) | R@11,996 | 12 | |
| Radiology report generation | MIMIC-CXR Findings generation v1.5 (Vicuna-7B) | ROUGE-L26.1 | 12 |
Showing 25 of 103 rows