| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Radiology report generation | IU-Xray (test) | ROUGE-L0.448 | 55 | |
| Findings Generation | IU-Xray (test) | BLEU-148 | 47 | |
| Medical Report Generation | IU-Xray (test) | ROUGE-L0.39 | 34 | |
| Medical Visual Question Answering | IU-Xray (Close) | Accuracy86.22 | 22 | |
| Medical report generation | IU-Xray | ROUGE-L44.9 | 17 | |
| Radiology report generation | IU-Xray Findings generation v1.5 (Vicuna-7B) | ROUGE-L28.4 | 12 | |
| Medical report generation | IU-Xray | BLEU10.31 | 11 | |
| Report Generation | IU-Xray | ROUGE-L33.1 | 10 | |
| Abnormality Classification | IU-Xray (test) | Average AUC0.9079 | 10 | |
| Radiology Report Generation | IU-Xray | BLEU Score35.02 | 9 | |
| Radiology VQA | IU-Xray | Accuracy90.12 | 9 | |
| Medical Report Generation | IU-Xray (evaluation) | BLEU-10.58 | 7 | |
| Impression Generation | IU-Xray | BLEU-10.401 | 6 | |
| Medical Report Generation | IU-Xray | Pass@173.51 | 4 | |
| Abnormality Detection (Findings) | IU-Xray (test) | Precision12.8 | 4 | |
| Semantic alignment between images and reports | IU-Xray chest official (test) | CLIPScore78.052 | 3 |