MIMIC-CXR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Radiology Report Generation | MIMIC-CXR (test) | ROUGE-L54.45 | 209 | |
| Medical Report Generation | MIMIC-CXR (test) | ROUGE-L0.415 | 100 | |
| Radiology Report Generation | MIMIC-CXR | ROUGE-L42.3 | 57 | |
| Medical Report Generation | MIMIC-CXR | BLEU-40.164 | 43 | |
| Medical Report Generation | MIMIC-CXR | F1 Score70.8 | 34 | |
| Thoracic Disease Classification | MIMIC-CXR (test) | Average AUC84.04 | 34 | |
| Medical Report Generation | MIMIC-CXR | ROUGE-L25.69 | 28 | |
| Diagnostic Report Generation | MIMIC-CXR 14 (test) | BLEU-416.5 | 27 | |
| Radiology Report Generation | MIMIC-CXR Findings | BLEU-419.3 | 26 | |
| Medical Image Re-identification | MIMIC-CXR | CMC-R196.89 | 26 | |
| Radiology Report Generation | MIMIC-CXR (official) | CheXpert-14 Score0.474 | 23 | |
| Medical Visual Question Answering | MIMIC-CXR-VQA (test) | Accuracy65.2 | 22 | |
| Binary disease diagnosis | MIMIC-CXR | Macro Accuracy81 | 21 | |
| 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 | |
| Cross-modal Retrieval | MIMIC-CXR | Recall@122.137 | 20 | |
| 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 | |
| Disease Classification | MIMIC-CXR | F1 Score0.861 | 19 | |
| Radiology Report Generation | MIMIC-CXR (sn) | BLEU-142.8 | 17 | |
| Radiology Report Generation | MIMIC-CXR 72 (test) | BLEU-10.385 | 15 | |
| Medical Report Generation | MIMIC-CXR | ROUGE-L31.4 | 15 | |
| Medical Image Classification | MIMIC-CXR (test) | AUC71.92 | 14 |
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