Brain Segmentation on IBIS-subcort one-shot
4.26ASPCLocal Spatiotemporal Representation Learning
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Local Spatiotemporal Representation LearningLoss Config=w/ Lcs2022.06 | 4.26 | 77.3 | 1.408 | 87 | 92.9 | |
| Local Spatiotemporal Representation LearningLongitudinal Consistency Loss (Lcs)=Included2022.06 | 4.475 | 0.757 | 1.178 | — | — | |
| RandInitUnet.3DArchitecture=3D2022.06 | 4.644 | 0.72 | 2.892 | — | — | |
| RandInitUnet.3DArchitecture=3D, Initialization=Random2022.06 | 5.29 | 72.4 | 3.603 | 83.6 | 90.8 | |
| GLCL2022.06 | 5.47 | 72.2 | 3.64 | 83.5 | 90.5 | |
| Local Spatiotemporal Representation LearningLongitudinal Consistency Loss (Lcs)=Excluded2022.06 | 5.483 | 0.754 | 1.145 | — | — | |
| GLCL2022.06 | 5.514 | 0.718 | 3.203 | — | — | |
| PCL2022.06 | 5.61 | 0.713 | 3.27 | — | — | |
| Local Spatiotemporal Representation LearningLoss Config=w/o Lcs2022.06 | 5.68 | 76.3 | 1.51 | 86.3 | 90.9 | |
| PatchNCE2022.06 | 5.78 | 0.743 | 1.266 | — | — | |
| PCL2022.06 | 5.78 | 72 | 3.528 | 83.3 | 90.2 | |
| LNE2022.06 | 5.83 | 73.9 | 3.478 | 84.7 | 90.5 | |
| LNE2022.06 | 5.866 | 0.736 | 3.033 | — | — | |
| PatchNCE2022.06 | 5.93 | 75.3 | 1.482 | 85.6 | 90.9 | |
| RandInitUnet.2DArchitecture=2D, Initialization=Random2022.06 | 7.08 | 71.2 | 4.784 | 82.8 | 89.3 | |
| RandInitUnet.2DArchitecture=2D2022.06 | 7.127 | 0.707 | 4.485 | — | — | |
| GTProtocol=Ground Truth2022.06 | 7.819 | — | — | — | — | |
| Context Restore2022.06 | 7.831 | 0.711 | 4.403 | — | — | |
| Context Restore2022.06 | 8.22 | 72.7 | 5.196 | 83.8 | 89.3 |