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ResearchFormerly WizWand

Medical Image Registration on IXI (test)

0.76DiceTransMorph
0.518720.581360.6440.70664Aug 29, 2023Oct 1, 2023Nov 3, 2023Dec 7, 2023Jan 9, 2024Feb 11, 2024Mar 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TransMorphFramework=OFG2023.080.7679.4——
Fourier-NetEpochs=1000, Param(M)=4.192024.030.76———
TransMorph-Lstride=4x4x4, C=128, Epochs=500, Param(M)=108.342024.030.754———
TransMorphFramework=Baseline2023.080.744143.3——
TransMorphstride=4x4x4, C=96, Epochs=500, Param(M)=46.72024.030.7408———
ViT-V-NetFramework=OFG2023.080.73854.5——
VoxelMorphFramework=OFG2023.080.73751.6——
Fourier-Net-sEpochs=1000, Param(M)=1.052024.030.736———
TransMorphstride=4x4x4, C=96, Epochs=100, Param(M)=46.72024.030.7324———
EfficientMorph-23stride=2x2x2, C=24, Epochs=100, Param(M)=3.02024.030.7317———
Fourier-Net-sEpochs=200, Param(M)=1.052024.030.73———
EfficientMorph-23stride=4x4x4, C=96, Epochs=100, Param(M)=3.042024.030.7298———
EfficientMorph-11stride=4x4x4, C=96, Epochs=100, Param(M)=2.012024.030.7224———
EfficientMorph-23stride=2x2x2, C=96, Epochs=100, Param(M)=2.82024.030.7174———
ViT-V-NetFramework=Baseline2023.080.716154.3——
VoxelMorphFramework=Baseline2023.080.714139.8——
EfficientMorph-11stride=2x2x2, C=96, Epochs=100, Param(M)=1.72024.030.6749———
SyNFramework=Baseline2023.080.6470.0002——
SyN2024.030.645———
NiftiReg2024.030.645———
NiftyRegFramework=Baseline2023.080.5852.9——
voxelMorph-1Param(M)=0.32024.030.548———
TransMorph-Tinystride=4x4x4, C=6, Epochs=500, Param(M)=0.242024.030.543———
cycleMorph2024.030.528———
B-Spline-DiffParameters=266,387, Mult-Adds (G)=47.052022.11——7.0760.437
Fourier-NetParameters=4,198,352, Mult-Adds (G)=169.072022.11——4.4230.342
Fourier-Net-DiffParameters=4,198,352, Mult-Adds (G)=169.072022.11——8.6790.345
Fourier-Net-DiffsParameters=1,050,800, Mult-Adds (G)=43.822022.11——6.2020.332
Fourier-NetsParameters=1,050,800, Mult-Adds (G)=43.822022.11——1.9190.318
TransMorphParameters=46,771,251, Mult-Adds (G)=657.642022.11——22.0350.443
TransMorph-B-SplineParameters=46,806,307, Mult-Adds (G)=425.952022.11——18.1380.442
TransMorph-DiffParameters=46,557,414, Mult-Adds (G)=252.612022.11——10.3890.438
VoxelMorph-1Parameters=274,387, Mult-Adds (G)=304.052022.11——9.3730.391
VoxelMorph-2Parameters=301,411, Mult-Adds (G)=398.812022.11——10.530.441
VoxelMorph-DiffParameters=307,878, Mult-Adds (G)=89.672022.11——3.6910.418