Amos
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | AMOS 2022 | Dice Coefficient91.32 | 101 | |
| Medical Image Segmentation | AMOS 5% labeled | Mean Dice76.5 | 55 | |
| Medical Image Segmentation | AMOS (test) | DSC84.5 | 34 | |
| Medical Image Segmentation | AMOS MR | Dice Score (AMOS MR)95 | 32 | |
| Segmentation | AMOS MR | Dice86.4 | 25 | |
| Medical Image Segmentation | AMOS folds 1-4 22 (dev) | DSC89.58 | 19 | |
| Medical Image Segmentation | AMOS CT | Dice Coefficient85.21 | 19 | |
| Abdominal Organ Segmentation | AMOS CT 2020 (test) | Liver Dice Score93.4 | 16 | |
| Abdominal Organ Segmentation | AMOS MRI 2020 (test) | Liver DSC0.9187 | 16 | |
| Medical Image Segmentation | Amos 22 (test) | DSC89.06 | 16 | |
| Medical Image Segmentation | AMOS Liver 22 | DSC97.87 | 15 | |
| Medical Image Segmentation | AMOS MRI | Dice Coefficient0.8536 | 15 | |
| Abdominal Multi-organ Segmentation | AMOS 2022 (test) | Spleen DSC0.9774 | 14 | |
| Multi-organ segmentation | AMOS-CT (val) | Mean Dice89.03 | 13 | |
| Segmentation | AMOS | 1-shot Score65.18 | 13 | |
| 3D Medical Image Segmentation | AMOS-CT (val) | mDice90.5 | 13 | |
| Medical Image Segmentation | AMOS-MRI (test) | mDice87.8 | 13 | |
| Medical Image Segmentation | AMOS | Avg Score90.1 | 13 | |
| Medical Image Captioning | AMOS-MM (external) | RaTE Score0.2507 | 12 | |
| Medical Report Generation | AMOS-MM-Report | Precision25.32 | 12 | |
| ReportQA | AMOS-MM | QAScore31.25 | 9 | |
| Medical Image Segmentation | AMOS few-shot | Mean Dice Score0.534 | 9 | |
| Abdominal Segmentation | AMOS CT → MR | Liver95.5 | 9 | |
| Abdominal Segmentation | AMOS MR → CT | Liver75.6 | 9 | |
| 3D medical image segmentation | AMOS CT 2022 | Dice Score (%)85.46 | 7 |
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