Medical Image Registration on IXI (test)
0.76DiceTransMorph
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TransMorphFramework=OFG2023.08 | 0.76 | 79.4 | — | — | |
| Fourier-NetEpochs=1000, Param(M)=4.192024.03 | 0.76 | — | — | — | |
| TransMorph-Lstride=4x4x4, C=128, Epochs=500, Param(M)=108.342024.03 | 0.754 | — | — | — | |
| TransMorphFramework=Baseline2023.08 | 0.744 | 143.3 | — | — | |
| TransMorphstride=4x4x4, C=96, Epochs=500, Param(M)=46.72024.03 | 0.7408 | — | — | — | |
| ViT-V-NetFramework=OFG2023.08 | 0.738 | 54.5 | — | — | |
| VoxelMorphFramework=OFG2023.08 | 0.737 | 51.6 | — | — | |
| Fourier-Net-sEpochs=1000, Param(M)=1.052024.03 | 0.736 | — | — | — | |
| TransMorphstride=4x4x4, C=96, Epochs=100, Param(M)=46.72024.03 | 0.7324 | — | — | — | |
| EfficientMorph-23stride=2x2x2, C=24, Epochs=100, Param(M)=3.02024.03 | 0.7317 | — | — | — | |
| Fourier-Net-sEpochs=200, Param(M)=1.052024.03 | 0.73 | — | — | — | |
| EfficientMorph-23stride=4x4x4, C=96, Epochs=100, Param(M)=3.042024.03 | 0.7298 | — | — | — | |
| EfficientMorph-11stride=4x4x4, C=96, Epochs=100, Param(M)=2.012024.03 | 0.7224 | — | — | — | |
| EfficientMorph-23stride=2x2x2, C=96, Epochs=100, Param(M)=2.82024.03 | 0.7174 | — | — | — | |
| ViT-V-NetFramework=Baseline2023.08 | 0.716 | 154.3 | — | — | |
| VoxelMorphFramework=Baseline2023.08 | 0.714 | 139.8 | — | — | |
| EfficientMorph-11stride=2x2x2, C=96, Epochs=100, Param(M)=1.72024.03 | 0.6749 | — | — | — | |
| SyNFramework=Baseline2023.08 | 0.647 | 0.0002 | — | — | |
| SyN2024.03 | 0.645 | — | — | — | |
| NiftiReg2024.03 | 0.645 | — | — | — | |
| NiftyRegFramework=Baseline2023.08 | 0.585 | 2.9 | — | — | |
| voxelMorph-1Param(M)=0.32024.03 | 0.548 | — | — | — | |
| TransMorph-Tinystride=4x4x4, C=6, Epochs=500, Param(M)=0.242024.03 | 0.543 | — | — | — | |
| cycleMorph2024.03 | 0.528 | — | — | — | |
| B-Spline-DiffParameters=266,387, Mult-Adds (G)=47.052022.11 | — | — | 7.076 | 0.437 | |
| Fourier-NetParameters=4,198,352, Mult-Adds (G)=169.072022.11 | — | — | 4.423 | 0.342 | |
| Fourier-Net-DiffParameters=4,198,352, Mult-Adds (G)=169.072022.11 | — | — | 8.679 | 0.345 | |
| Fourier-Net-DiffsParameters=1,050,800, Mult-Adds (G)=43.822022.11 | — | — | 6.202 | 0.332 | |
| Fourier-NetsParameters=1,050,800, Mult-Adds (G)=43.822022.11 | — | — | 1.919 | 0.318 | |
| TransMorphParameters=46,771,251, Mult-Adds (G)=657.642022.11 | — | — | 22.035 | 0.443 | |
| TransMorph-B-SplineParameters=46,806,307, Mult-Adds (G)=425.952022.11 | — | — | 18.138 | 0.442 | |
| TransMorph-DiffParameters=46,557,414, Mult-Adds (G)=252.612022.11 | — | — | 10.389 | 0.438 | |
| VoxelMorph-1Parameters=274,387, Mult-Adds (G)=304.052022.11 | — | — | 9.373 | 0.391 | |
| VoxelMorph-2Parameters=301,411, Mult-Adds (G)=398.812022.11 | — | — | 10.53 | 0.441 | |
| VoxelMorph-DiffParameters=307,878, Mult-Adds (G)=89.672022.11 | — | — | 3.691 | 0.418 |