Table 4 Cross-modality evaluation: Training on LiTS (CT) and testing on CHAOS (MRI) without fine-tuning
Method | Dice (%) | HD95 (mm) | Recall (%) | Prec. (%) |
|---|---|---|---|---|
U-Net | 70.5 | 18.4 | 72.1 | 69.2 |
Attention U-Net | 72.0 | 17.5 | 73.8 | 70.6 |
U-Net++ | 72.6 | 17.0 | 74.3 | 71.0 |
U-Net3+ | 73.2 | 16.7 | 74.9 | 71.6 |
TransUNet | 74.8 | 15.2 | 76.2 | 73.4 |
Swin-UNet | 77.3 | 14.1 | 78.0 | 75.9 |
MISSFormer | 76.9 | 14.4 | 77.6 | 75.3 |
HiFormer | 77.8 | 13.9 | 78.7 | 76.1 |
MERIT | 79.3 | 13.2 | 80.1 | 77.5 |
MedSAM | 80.1 | 13.0 | 81.0 | 77.8 |
MedSegDiff | 78.6 | 13.6 | 79.4 | 76.9 |
Prompt-Mamba-AF | 82.4 | 12.5 | 83.6 | 79.2 |