Segmentation on CPM 17
82Dice ScoreFrozen CMD-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Frozen CMD-Ln-shot=10-Shot, Trainable/Total Params. (M)=7/6092026.05 | 82 | 89.6 | |
| ViT-Adaptern-shot=10-Shot, Trainable/Total Params. (M)=364/3642026.05 | 81.9 | 83.2 | |
| ViT-Adaptern-shot=5-Shot, Trainable/Total Params. (M)=364/3642026.05 | 81.2 | 85.2 | |
| Frozen CMD-Ln-shot=5-Shot, Trainable/Total Params. (M)=7/6092026.05 | 81.1 | 89.3 | |
| Frozen CMD-Ln-shot=1-Shot, Trainable/Total Params. (M)=7/6092026.05 | 76.9 | 78.4 | |
| ViT-Adaptern-shot=1-Shot, Trainable/Total Params. (M)=364/3642026.05 | 71.4 | 69.5 | |
| TransUNetn-shot=1-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.9 | 49.9 | |
| TransUNetn-shot=5-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.7 | 49.9 | |
| TransUNetn-shot=10-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.6 | 49.7 | |
| Frozen H-opt-1n-shot=10-Shot, Trainable/Total Params. (M)=8/11442026.05 | 47.2 | 50.8 | |
| Frozen UNI2-hn-shot=5-Shot, Trainable/Total Params. (M)=9/6902026.05 | 46.8 | 50.1 | |
| Frozen H-opt-1n-shot=1-Shot, Trainable/Total Params. (M)=8/11442026.05 | 46.8 | 49.3 | |
| Frozen H-opt-1n-shot=5-Shot, Trainable/Total Params. (M)=8/11442026.05 | 46.7 | 49.7 | |
| Frozen UNI2-hn-shot=10-Shot, Trainable/Total Params. (M)=9/6902026.05 | 46.4 | 50 | |
| Frozen UNI2-hn-shot=1-Shot, Trainable/Total Params. (M)=9/6902026.05 | 46.3 | 50.7 |