Segmentation on IBIS-subcort (test)
0.93Mdn DiceOurs w/o Lcs
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Ours w/o Lcstraining_set_proportion=100%, loss_config=without consistency loss2022.06 | 0.93 | — | — | 1 | 0.87 | 6.666 | 0.901 | — | — | |
| Ours w/ 0.1Lcstraining_set_proportion=100%, loss_config=consistency loss weight 0.12022.06 | 0.926 | — | — | 1 | 0.863 | 5.298 | 0.91 | — | — | |
| LNEtraining_set_proportion=100%2022.06 | 0.924 | — | — | 1 | 0.859 | 5.253 | 0.911 | — | — | |
| PatchNCEtraining_set_proportion=100%2022.06 | 0.924 | — | — | 1.001 | 0.86 | 5.47 | 0.91 | — | — | |
| Ours w/ 0.1Lcstraining_mode=few-shot, finetuning_percentage=10%, Lcs_weight=0.12022.06 | 0.92 | — | — | 1.002 | 0.853 | 5.077 | 0.91 | — | — | |
| RandInitUnet.3Dtraining_set_proportion=100%, architecture=3D Unet2022.06 | 0.917 | — | — | 1.73 | 0.847 | 5.517 | 0.916 | — | — | |
| Ours w/ 1Lcstraining_set_proportion=100%, loss_config=consistency loss weight 1.02022.06 | 0.917 | — | — | 1 | 0.846 | 4.605 | 0.926 | — | — | |
| Ours w/o Lcstraining_mode=few-shot, finetuning_percentage=10%, Lcs_weight=02022.06 | 0.916 | — | — | 1.001 | 0.846 | 5.521 | 0.908 | — | — | |
| PatchNCEtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.915 | — | — | 1.004 | 0.844 | 5.871 | 0.908 | — | — | |
| Ours w/ 1Lcstraining_mode=few-shot, finetuning_percentage=10%, Lcs_weight=12022.06 | 0.913 | — | — | 1.002 | 0.84 | 4.655 | 0.925 | — | — | |
| GLCLtraining_set_proportion=100%2022.06 | 0.909 | — | — | 1.011 | 0.834 | 4.191 | 0.917 | — | — | |
| PCLtraining_set_proportion=100%2022.06 | 0.909 | — | — | 1.006 | 0.833 | 4.122 | 0.918 | — | — | |
| LNEtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.909 | — | — | 1.845 | 0.834 | 5.807 | 0.911 | — | — | |
| Context Restoretraining_set_proportion=100%2022.06 | 0.906 | — | — | 1.011 | 0.828 | 4.125 | 0.922 | — | — | |
| RandInitUnet.3Dtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.905 | — | — | 1.819 | 0.827 | 5.531 | 0.911 | — | — | |
| GLCLtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.9 | — | — | 2.486 | 0.819 | 4.369 | 0.913 | — | — | |
| PCLtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.9 | — | — | 2.881 | 0.819 | 4.479 | 0.911 | — | — | |
| RandInitUnet.2Dtraining_set_proportion=100%, architecture=2D Unet2022.06 | 0.898 | — | — | 2.634 | 0.815 | 4.308 | 0.917 | — | — | |
| Context Restoretraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.898 | — | — | 2.24 | 0.815 | 4.895 | 0.918 | — | — | |
| RandInitUnet.2Dtraining_mode=few-shot, finetuning_percentage=10%2022.06 | 0.891 | — | — | 2.39 | 0.804 | 4.618 | 0.909 | — | — |