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ResearchFormerly WizWand

Image Registration on OAI

7,120DICEGradICON (std. protocol)
-236.8561,673.0973,583.055,493.003Jun 13, 2022Aug 5, 2022Sep 27, 2022Nov 19, 2022Jan 11, 2023Mar 5, 2023Apr 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GradICON (std. protocol)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=true2022.067,1200.0042—
GradICON (MSE, Opt.)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, Instance Optimization=true2022.067,0500.0001—
GradICON (LNCC)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=false2022.067,0100.0261—
GradICON (MSE)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, Instance Optimization=false2022.066,9500—
AVSMTransformation=A,VSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.066,8400.0005—
NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=LNCC2022.066,7900.0068—
vSVF-optTransformation=A,VSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.066,7400—
VMTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.066,6100.0013—
SyNTransformation=A,VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.066,5700—
ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=MSE2022.066,5100.004—
DemonsTransformation=A,DVF, Regularization Loss=Gaussian, Similarity Loss=MSE2022.066,3500.0006—
NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=NMI2022.065,9700—
VMTransformation=SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.064,6100.0028—
Initial2022.06760——
ConstrICONinstance optimization=true2023.0471.500.0505
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=true2022.0671.20.42—
GradICONinstance optimization=true2023.0471.20.00420.504
ConstrICONinstance optimization=false2023.0470.700.0459
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, instance optimization=true2022.0670.50.01—
GradICONinstance optimization=false2023.0470.40.02611.84
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=false2022.0670.12.61—
GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.22022.0669.50—
AVSMTransformation=A, vSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.0668.40.05—
NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=LNCC2022.0667.90.68—
vSVF-optTransformation=A, vSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.0667.40—
VMTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.0666.10.13—
SyNTransformation=A, VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.0665.70—
ANTS SyN2023.0465.705.32
ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=MSE, official_source_code=true2022.0665.10.4—
DemonsTransformation=A, DVF, Regularization Loss=Gaussian, Similarity Loss=MSE2022.0663.50.06—
NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=NMI2022.0659.70—
VMTransformation=SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.0646.10.28—