Table 1. Configurations trained on both the IXI and Oslo-CoMet datasets.
Design | Model | Loss function |
---|---|---|
BL-N | Baseline | NCC |
BL-NS | Baseline | NCC, SSIM |
SG-ND | Segmentation-guided | NCC, DSC |
SG-NSD | Segmentation-guided | NCC, SSIM, DSC |
UW-NSD | Uncertainty weighting | NCC, SSIM, DSC |
UW-NSDH | Uncertainty weighting | NCC, SSIM, DSC, HD |
BL: baseline, SG: segmentation-guided, UW: uncertainty weighting, N: normalized cross correlation, S: structural similarity index measure, D: Dice similarity coefficient, H: Hausdorff distance.