Diffeomorphic Medical Image Registration 벤치마크
Diffeomorphic Medical Image Registration on OASIS+ADIBE+ADHD200+MCIC+PPMI+HABS+HarvardGSP
Dice (Average)
- 2008-02-01 — ANTs (SyN): Dice (Average) 0.749
- 2018-09-14 — VoxelMorph (CC): Dice (Average) 0.753
- 2019-03-08 — VoxelMorph-diff: Dice (Average) 0.754
| Rank | Model | Dice (Average) | CPU (sec) | GPU sec | Neg Jacob Det | Dice (SE) | Dice | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | NiftyReg (CC) | 0.755 | 2347 | – | 33838 | 0.143 | – | |||
| 2 | VoxelMorph-diff | 0.754 | 84.2 | 0.47 | 0.2 | 0.139 | – | Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and Surfaces | voxelmorph/voxelmorph · CIG-UCL/polaffini | 2019 |
| 3 | VoxelMorph (CC) | 0.753 | 57.0 | 0.45 | – | – | – | VoxelMorph: A Learning Framework for Deformable Medical Image Registration | voxelmorph/voxelmorph · winterpan2017/adlreg · CIG-UCL/polaffini · +6 | 2018 |
| 4 | ANTs (SyN) | 0.749 | 9059 | – | 7523 | 0.136 | – | Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain | ANTsX/ANTs | 2008 |
| 5 | Affine only | 0.584 | 0 | 0 | 0 | 0.157 | – | |||
| 6 | VoxelMorph Instance | – | – | – | – | – | 0.79 | VoxelMorph: A Learning Framework for Deformable Medical Image Registration | voxelmorph/voxelmorph · winterpan2017/adlreg · CIG-UCL/polaffini · +6 | 2018 |