Table 5.
Performance comparison between the proposed network, Voxelmorph (Unet)(Balakrishnan et al., 2019), and ablation study on Learn2Reg 2021 CT-MR deformable registration dataset. Initial DICE=0.310.
Method | Registered DICE | SDlogJ | #Parameters |
---|---|---|---|
Voxelmorph (Unet) (Balakrishnan et al., 2019) | 0.752 | 0.15 | 880,451 |
Attention-Reg-Deform w/o attention module | 0.758 | 0.56 | 696,035 |
Attention-Reg-Deform | 0.804 | 0.71 | 696,611 |