Few-Shot 3D Volumetric Segmentation on CHAOS-MRI Setting 1
89.54Dice Score (LK)SSL-VQV
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSL-VQVSuper-pixel or -voxel=true2024.08 | 89.54 | 91.56 | 77.21 | 79.92 | 84.56 | |
| MSFSegSuper-pixel or -voxel=false, Shots=5, Input=5 slices2024.08 | 88.63 | 90.94 | 82.73 | 82.1 | 86.1 | |
| PRNetSuper-pixel or -voxel=false, Input=1 scribble, Training=3D scribble inputs and full 3D labels2024.08 | 85.1 | 82.3 | 83.5 | 78.1 | 82.3 | |
| MSFSegSuper-pixel or -voxel=false, Shots=1, Input=1 slice2024.08 | 84.18 | 88.1 | 77.12 | 76.11 | 81.38 | |
| CRAPNetSuper-pixel or -voxel=true2024.08 | 81.95 | 86.42 | 74.32 | 76.46 | 79.79 | |
| SSL-ALPNetSuper-pixel or -voxel=true2024.08 | 81.92 | 85.18 | 72.18 | 76.1 | 78.84 | |
| RPTSuper-pixel or -voxel=true2024.08 | 80.72 | 89.82 | 76.37 | 82.86 | 82.44 | |
| VQVSuper-pixel or -voxel=false2024.08 | 60.03 | 68.94 | 79.08 | 81.72 | 72.44 | |
| SSL-PANetSuper-pixel or -voxel=true2024.08 | 58.83 | 60.81 | 61.32 | 71.73 | 63.17 | |
| SE-NetSuper-pixel or -voxel=false2024.08 | 45.78 | 47.96 | 47.3 | 29.02 | 42.51 | |
| ALPNetSuper-pixel or -voxel=false2024.08 | 44.73 | 48.42 | 49.61 | 62.35 | 51.28 | |
| Vanilla PANetSuper-pixel or -voxel=false2024.08 | 30.99 | 32.19 | 40.58 | 50.4 | 38.53 |