Amos
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | AMOS 5% labeled | Mean Dice76.5 | 41 | |
| Medical Image Segmentation | AMOS (test) | DSC84.5 | 34 | |
| Segmentation | AMOS MR | Dice86.4 | 25 | |
| 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 2022 | Dice Coefficient90.13 | 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 Segmentation | AMOS Liver 22 | DSC97.87 | 10 | |
| 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 | |
| Abdominal Organ Segmentation | AMOS | Dice (1pt)28.9 | 7 | |
| Interactive Segmentation | AMOS 22 44 (val) | Median Dice (Aorta)92.73 | 6 | |
| Medical Image Segmentation | AMOS MRI | Dice Coefficient0.8027 | 5 | |
| Medical Image Segmentation | AMOS CT | Dice Coefficient85.16 | 5 | |
| Multi-organ abdominal segmentation | AMOS CT 22 | Avg Dice Score87.44 | 5 | |
| Medical Image Segmentation | AMOS-CT (val) | mDice90.1 | 5 | |
| Multimodal Medical Image Segmentation | AMOS CT+MRI | Liver95.59 | 5 | |
| Multimodal Medical Image Segmentation | AMOS CT | Liver Score95.59 | 5 | |
| Multi-organ Segmentation | AMOS 33% label 2022 (test) | DSC (%)83.12 | 4 | |
| Multi-organ Segmentation | AMOS 67% label 2022 (test) | DSC (%)88.06 | 4 |
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