CT-RATE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | CT-RATE | AUC0.87 | 71 | |
| Multi-Modal Visual Question Answering (MMVQA) | CT-RATE (val) | Accuracy41.92 | 57 | |
| Radiology Report Generation | CT-RATE (test) | BL-160 | 49 | |
| Report generation | CT-RATE | F1 Score41.4 | 26 | |
| Multi-label Abnormality Analysis | CT-RATE (test) | AUROC0.8401 | 24 | |
| Abnormality Classification | CT-Rate AHPH-10K (test) | AUC69.8 | 18 | |
| Re-identification | CT-RATE | AUC97.2 | 18 | |
| Text-to-image retrieval | CT-RATE (val) | AUC84.8 | 15 | |
| Medical Image Captioning | CT-Rate (test) | RaTE Score0.351 | 14 | |
| Classification | CT-Rate (test) | Micro Precision57.89 | 14 | |
| Volumetric Computed Tomography Multiple Choice Question Answering | CT-RATE MCQ (test) | Existence Accuracy59.96 | 13 | |
| Multi-disease diagnosis | CT-RATE n = 1,564 (internal val) | AUROC83.3 | 13 | |
| Abnormality diagnosis | CT-RATE (internal val) | AUC84.8 | 13 | |
| Chest Classification | CT-RATE (internal test) | AUROC86 | 13 | |
| Text-to-Volume Retrieval | CT-Rate | Recall@5036.5 | 12 | |
| Volume-to-Text Retrieval | CT-Rate | Recall@5037 | 12 | |
| Vocabulary Classification | CT-Rate | AUC78.4 | 12 | |
| Medical Report Generation | CT-RATE-Report full (test) | Precision41.24 | 12 | |
| Medical Report Generation | CT-RATE | BLEU-230.9 | 12 | |
| Radiology Report Generation | CT-RATE (internal val) | BLEU-10.501 | 11 | |
| Report Generation | CT-RATE (val) | BLEU-150.2 | 11 | |
| Text-to-Image Alignment | CT-Rate (test) | CLIP-Score27.61 | 10 | |
| Retrieval | CT-RATE | Recall@1046.2 | 9 | |
| Report-to-volume retrieval | CT-RATE (test) | Recall@1016 | 9 | |
| 3D CT Multiple Choice and Report Generation | CT-RATE | MC Accuracy89.8 | 9 |
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