VinDr
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Computer-Aided Diagnosis (CAD) | VinDr | AUC0.8461 | 32 | |
| Mammography Classification | VinDr | ROC AUC0.8 | 26 | |
| Density Classification | VinDr | Accuracy88 | 25 | |
| Mass Classification | VinDr | AUC0.88 | 25 | |
| Calcification Classification | VinDr | AUC0.98 | 25 | |
| Mass Localization | VinDr held-out (test) | mAP0.58 | 20 | |
| Calcification Localization | VinDr held-out (test) | mAP35 | 20 | |
| Open-ended Medical Visual Question Answering | VinDr | F1 Score54.2 | 13 | |
| Yes/No Medical Visual Question Answering | VinDr | F1 Score72.8 | 13 | |
| Calcification Classification | VinDr Calcification | AUC96.7 | 13 | |
| Mass Classification | VinDr Mass | AUC0.814 | 13 | |
| BI-RADS-based malignancy classification | VinDr (test) | AUC92 | 13 | |
| Disease Classification | VinDr | AUROC0.925 | 12 | |
| Medical Visual Question Answering | VinDr Visual Perturbation (test) | VPT Score70.1 | 9 | |
| Medical Visual Question Answering | VinDr Textual Perturbation (test) | Anatomy Accuracy77 | 9 | |
| Open-ended Question Answering | VinDr subset | F1 Score54.2 | 5 | |
| Binary Question Answering (Yes/No) | VinDr (subset) | F1 Score72.8 | 5 | |
| Chest X-ray classification | VinDr (test) | Atelectasis AUC0.68 | 4 | |
| Object Detection | VinDr Mass | mAP28.2 | 4 | |
| Object Detection | VinDr Calcification | mAP38.4 | 4 |
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