Segmentation on TNBC
82.8Dice ScoreViT-Adapter
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ViT-Adaptern-shot=10-Shot, Trainable/Total Params. (M)=364/3642026.05 | 82.8 | 83.7 | |
| Frozen CMD-Ln-shot=10-Shot, Trainable/Total Params. (M)=7/6092026.05 | 81.9 | 84.5 | |
| ViT-Adaptern-shot=5-Shot, Trainable/Total Params. (M)=364/3642026.05 | 80 | 80.8 | |
| Frozen CMD-Ln-shot=5-Shot, Trainable/Total Params. (M)=7/6092026.05 | 79.2 | 84.5 | |
| Frozen CMD-Ln-shot=1-Shot, Trainable/Total Params. (M)=7/6092026.05 | 71.4 | 86.5 | |
| ViT-Adaptern-shot=1-Shot, Trainable/Total Params. (M)=364/3642026.05 | 49.8 | 50.1 | |
| Frozen UNI2-hn-shot=1-Shot, Trainable/Total Params. (M)=9/6902026.05 | 49.7 | 50.6 | |
| Frozen UNI2-hn-shot=10-Shot, Trainable/Total Params. (M)=9/6902026.05 | 49.7 | 51.4 | |
| Frozen UNI2-hn-shot=5-Shot, Trainable/Total Params. (M)=9/6902026.05 | 49.3 | 50.9 | |
| Frozen H-opt-1n-shot=10-Shot, Trainable/Total Params. (M)=8/11442026.05 | 49.2 | 51 | |
| Frozen H-opt-1n-shot=5-Shot, Trainable/Total Params. (M)=8/11442026.05 | 49 | 50.8 | |
| Frozen H-opt-1n-shot=1-Shot, Trainable/Total Params. (M)=8/11442026.05 | 48.6 | 50 | |
| TransUNetn-shot=1-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.8 | 49.5 | |
| TransUNetn-shot=5-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.7 | 48.4 | |
| TransUNetn-shot=10-Shot, Trainable/Total Params. (M)=23/7042026.05 | 47.6 | 91 |