CT-RATE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-Modal Visual Question Answering (MMVQA) | CT-RATE (val) | Accuracy41.92 | 57 | |
| Radiology Report Generation | CT-RATE (test) | BL-150.2 | 37 | |
| Classification | CT-RATE | AUC0.87 | 29 | |
| Report generation | CT-RATE | F1 Score41.4 | 26 | |
| Multi-label Abnormality Analysis | CT-RATE (test) | Weighted F1 Score0.972 | 21 | |
| Re-identification | CT-RATE | AUC97.2 | 18 | |
| Text-to-image retrieval | CT-RATE (val) | AUC84.8 | 15 | |
| Abnormality diagnosis | CT-RATE (internal val) | AUC84.8 | 13 | |
| Chest Classification | CT-RATE (internal test) | AUROC86 | 13 | |
| Report Generation | CT-RATE (val) | BLEU-150.2 | 11 | |
| Report-to-volume retrieval | CT-RATE (test) | Recall@1016 | 9 | |
| 3D CT Multiple Choice and Report Generation | CT-RATE | MC Accuracy89.8 | 9 | |
| Text-to-CT Generation | CT-RATE (test) | FID 2.5D (Axial)0.271 | 8 | |
| Multi-label Pathology Detection | CT-RATE (val) | Macro F1 Score44.8 | 7 | |
| Clinical Consistency Evaluation | CT-RATE (test) | AUC (Macro)78.7 | 7 | |
| Chest CT classification | CT-Rate 16 tasks (test) | Mean AUC83.2 | 7 | |
| Retrieval | CT-RATE | Recall@1013.3 | 5 | |
| Spatial Controllability | CT-RATE (test) | DICE0.847 | 5 | |
| Text-to-image retrieval | CT-RATE N=1,564 (val) | Recall@517.5 | 3 | |
| Multiple-choice Visual Question Answering | CT-RATE (test) | Accuracy89.741 | 2 | |
| Short-answer Visual Question Answering | CT-RATE (test) | BLEU27.46 | 2 | |
| Long-answer Visual Question Answering | CT-RATE (test) | BLEU47.02 | 2 |
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