Image Registration on OAI
7,120DICEGradICON (std. protocol)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GradICON (std. protocol)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=true2022.06 | 7,120 | 0.0042 | — | |
| GradICON (MSE, Opt.)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, Instance Optimization=true2022.06 | 7,050 | 0.0001 | — | |
| GradICON (LNCC)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=false2022.06 | 7,010 | 0.0261 | — | |
| GradICON (MSE)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, Instance Optimization=false2022.06 | 6,950 | 0 | — | |
| AVSMTransformation=A,VSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.06 | 6,840 | 0.0005 | — | |
| NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=LNCC2022.06 | 6,790 | 0.0068 | — | |
| vSVF-optTransformation=A,VSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.06 | 6,740 | 0 | — | |
| VMTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.06 | 6,610 | 0.0013 | — | |
| SyNTransformation=A,VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.06 | 6,570 | 0 | — | |
| ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=MSE2022.06 | 6,510 | 0.004 | — | |
| DemonsTransformation=A,DVF, Regularization Loss=Gaussian, Similarity Loss=MSE2022.06 | 6,350 | 0.0006 | — | |
| NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=NMI2022.06 | 5,970 | 0 | — | |
| VMTransformation=SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.06 | 4,610 | 0.0028 | — | |
| Initial2022.06 | 760 | — | — | |
| ConstrICONinstance optimization=true2023.04 | 71.5 | 0 | 0.0505 | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=true2022.06 | 71.2 | 0.42 | — | |
| GradICONinstance optimization=true2023.04 | 71.2 | 0.0042 | 0.504 | |
| ConstrICONinstance optimization=false2023.04 | 70.7 | 0 | 0.0459 | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.2, instance optimization=true2022.06 | 70.5 | 0.01 | — | |
| GradICONinstance optimization=false2023.04 | 70.4 | 0.0261 | 1.84 | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=false2022.06 | 70.1 | 2.61 | — | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=MSE, lambda=0.22022.06 | 69.5 | 0 | — | |
| AVSMTransformation=A, vSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.06 | 68.4 | 0.05 | — | |
| NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=LNCC2022.06 | 67.9 | 0.68 | — | |
| vSVF-optTransformation=A, vSVF, Regularization Loss=m-Gauss, Similarity Loss=LNCC2022.06 | 67.4 | 0 | — | |
| VMTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.06 | 66.1 | 0.13 | — | |
| SyNTransformation=A, VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.06 | 65.7 | 0 | — | |
| ANTS SyN2023.04 | 65.7 | 0 | 5.32 | |
| ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=MSE, official_source_code=true2022.06 | 65.1 | 0.4 | — | |
| DemonsTransformation=A, DVF, Regularization Loss=Gaussian, Similarity Loss=MSE2022.06 | 63.5 | 0.06 | — | |
| NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=NMI2022.06 | 59.7 | 0 | — | |
| VMTransformation=SVF, Regularization Loss=Diff., Similarity Loss=MSE2022.06 | 46.1 | 0.28 | — |