Medical Image Segmentation on AMOS
90.1Avg ScoreMedSegDiff-V2
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MedSegDiff-V22023.01 | 90.1 | 97.1 | 96.9 | 96.4 | 93.2 | 86.4 | 97.6 | 93.4 | 96.8 | 92.5 | 87.1 | 81.5 | 76.2 | 82.7 | 87.3 | 87.1 | |
| MedSegDiff2023.01 | 88.9 | 96.3 | 96.5 | 95.3 | 91.7 | 84.6 | 97.1 | 90.6 | 95.2 | 91.8 | 85.4 | 80.3 | 75.1 | 81.9 | 86.8 | 85.5 | |
| Swin-UNetr2023.01 | 88 | 95.9 | 96 | 94.9 | 89.4 | 82.7 | 97.9 | 89.9 | 94.4 | 89.9 | 82.8 | 79.1 | 74.5 | 81.7 | 87.5 | 84.1 | |
| nnUNet2023.01 | 87.8 | 96.5 | 95.9 | 95.1 | 88.9 | 82 | 98 | 89 | 94.8 | 90.1 | 82.1 | 78.5 | 73.9 | 80.6 | 86.9 | 83.9 | |
| MedSegDiff+TransUNetBackbone=TransUNet2023.01 | 84.9 | 94.1 | 93.2 | 92.1 | 93.4 | 81.3 | 94.6 | 86.7 | 92.1 | 88 | 82.1 | 79.3 | 52.8 | 78.8 | 81.3 | 83.7 | |
| TransUNet2023.01 | 79.2 | 88.1 | 92.8 | 91.9 | 81.3 | 74 | 97.3 | 83.2 | 91.9 | 84.1 | 71.3 | 63.8 | 56.5 | 68.5 | 74.8 | 69.2 | |
| EnsDiff2023.01 | 78.6 | 90.5 | 91.8 | 90.4 | 73.2 | 72.3 | 94.7 | 83.8 | 91.5 | 83.8 | 70.4 | 67.7 | 61.8 | 71.5 | 67.3 | 68 | |
| Anchor2023.01 | 78.1 | 87.2 | 90.1 | 89.2 | 78.4 | 80.2 | 91 | 83.5 | 90.8 | 81 | 73.5 | 68.2 | 65.1 | 58.3 | 63.1 | 72.8 | |
| UNetr2023.01 | 76.2 | 92.6 | 93.6 | 91.8 | 78.5 | 70.2 | 96.9 | 78.8 | 89.3 | 82.8 | 73.2 | 71.7 | 55.4 | 65.8 | 68.3 | 72.2 | |
| SegDiff2023.01 | 75.3 | 88.5 | 87.2 | 89.1 | 70.3 | 65.4 | 85.2 | 70.2 | 87.4 | 81.9 | 71.5 | 65.4 | 63.2 | 69.7 | 65.2 | 69.5 | |
| IACSearch Stage=Stage III2024.05 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| U-Net++2024.05 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline (U-Net)2024.05 | 40 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |