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ResearchFormerly WizWand

Image Registration on DirLab

0.83mTRE (mm)RRN
-0.07126.011912.09518.1781Jun 13, 2022Oct 10, 2022Feb 6, 2023Jun 5, 2023Oct 2, 2023Jan 29, 2024May 27, 2024
Updated 8mo ago

Evaluation results

MethodLinks
RRNTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.060.83——
RRNTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.060.83——
RRN2024.050.83——
PTVReg2024.050.83——
PTVRegTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.060.96——
PTVRegTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.060.96——
PTVReg2023.040.96—6.13
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=true2022.061.310.0002—
GradICON (std. protocol)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=true2022.061.310.0002—
GradICONinstance optimization=true2023.041.310.00020.161
GradICONInstance Optimization=true2024.051.310.0002—
ElastixTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=MSE2022.061.32——
ElastixTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=MSE2022.061.32——
Elastix2024.051.32——
GraphRegNetTransformation=DV, Similarity Loss=MSE2022.061.34——
GraphRegNetTransformation=DV, Similarity Loss=MSE2022.061.34——
GraphRegNet2024.051.34——
CARLInstance Optimization=true2024.051.340—
uniGradICONInstance Optimization=true2024.051.40.0001—
PLOSL50Transformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, instance optimization steps=502022.061.530—
PLOSL50Transformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, Instance Optimization=true, Iterations=502022.061.530—
PLOSLInstance Optimization=true2024.051.530—
ConstrICONinstance optimization=true2023.041.6200.0031
ConstrICONInstance Optimization=true2024.051.620—
SyNTransformation=A, VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.061.79——
SyNTransformation=A,VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.061.79——
ANTS SyN2023.041.7904.23
ANTS2024.051.790—
CARL2024.051.880—
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=false2022.061.930.0003—
GradICON (LNCC)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=false2022.061.930.0003—
GradICONinstance optimization=false2023.041.930.00030.575
GradICON2024.051.930.0003—
Hering et al.Transformation=DVF, Regularization Loss=Curv+VCC, Similarity Loss=DICE+KP+NGF2022.0620.06—
Hering et al.Transformation=DVF, Regularization Loss=Curv+VCC, Similarity Loss=DICE+KP+NGF2022.0620.06—
Hering et al2024.0520.06—
ConstrICONinstance optimization=false2023.042.0300.0052
ConstrICON2024.052.030—
NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=MI2022.062.19——
NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=MI2022.062.19——
uniGradICON2024.052.260.0001—
LapIRNTransformation=SVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.062.920—
LapIRNTransformation=SVF, Regularization Loss=Diff., Similarity Loss=NCC2022.062.920—
LapIRN2024.052.920—
PLOSLTransformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD2022.063.840—
PLOSLTransformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, Instance Optimization=false2022.063.840—
PLOSL2024.053.840—
LapIRNTransformation=DVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.064.240.0105—
LapIRNTransformation=DVF, Regularization Loss=Diff., Similarity Loss=NCC2022.064.240.0105—
ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=LNCC, official_source_code=true2022.067.040.3792—
ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=LNCC2022.067.040.3792—
VMTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.069.880—
VMTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=NCC2022.069.880—
VoxelMorph2024.059.880—
Initial2022.0623.36——