Image Registration on DirLab
0.83mTRE (mm)RRN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RRNTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.06 | 0.83 | — | — | |
| RRNTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.06 | 0.83 | — | — | |
| RRN2024.05 | 0.83 | — | — | |
| PTVReg2024.05 | 0.83 | — | — | |
| PTVRegTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.06 | 0.96 | — | — | |
| PTVRegTransformation=DVF, Regularization Loss=TV, Similarity Loss=LNCC2022.06 | 0.96 | — | — | |
| PTVReg2023.04 | 0.96 | — | 6.13 | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=true2022.06 | 1.31 | 0.0002 | — | |
| GradICON (std. protocol)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=true2022.06 | 1.31 | 0.0002 | — | |
| GradICONinstance optimization=true2023.04 | 1.31 | 0.0002 | 0.161 | |
| GradICONInstance Optimization=true2024.05 | 1.31 | 0.0002 | — | |
| ElastixTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=MSE2022.06 | 1.32 | — | — | |
| ElastixTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=MSE2022.06 | 1.32 | — | — | |
| Elastix2024.05 | 1.32 | — | — | |
| GraphRegNetTransformation=DV, Similarity Loss=MSE2022.06 | 1.34 | — | — | |
| GraphRegNetTransformation=DV, Similarity Loss=MSE2022.06 | 1.34 | — | — | |
| GraphRegNet2024.05 | 1.34 | — | — | |
| CARLInstance Optimization=true2024.05 | 1.34 | 0 | — | |
| uniGradICONInstance Optimization=true2024.05 | 1.4 | 0.0001 | — | |
| PLOSL50Transformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, instance optimization steps=502022.06 | 1.53 | 0 | — | |
| PLOSL50Transformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, Instance Optimization=true, Iterations=502022.06 | 1.53 | 0 | — | |
| PLOSLInstance Optimization=true2024.05 | 1.53 | 0 | — | |
| ConstrICONinstance optimization=true2023.04 | 1.62 | 0 | 0.0031 | |
| ConstrICONInstance Optimization=true2024.05 | 1.62 | 0 | — | |
| SyNTransformation=A, VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.06 | 1.79 | — | — | |
| SyNTransformation=A,VF, Regularization Loss=Gaussian, Similarity Loss=LNCC2022.06 | 1.79 | — | — | |
| ANTS SyN2023.04 | 1.79 | 0 | 4.23 | |
| ANTS2024.05 | 1.79 | 0 | — | |
| CARL2024.05 | 1.88 | 0 | — | |
| GradICONTransformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, standard training protocol=true, instance optimization=false2022.06 | 1.93 | 0.0003 | — | |
| GradICON (LNCC)Transformation=DVF, Regularization Loss=GradICON, Similarity Loss=LNCC, Instance Optimization=false2022.06 | 1.93 | 0.0003 | — | |
| GradICONinstance optimization=false2023.04 | 1.93 | 0.0003 | 0.575 | |
| GradICON2024.05 | 1.93 | 0.0003 | — | |
| Hering et al.Transformation=DVF, Regularization Loss=Curv+VCC, Similarity Loss=DICE+KP+NGF2022.06 | 2 | 0.06 | — | |
| Hering et al.Transformation=DVF, Regularization Loss=Curv+VCC, Similarity Loss=DICE+KP+NGF2022.06 | 2 | 0.06 | — | |
| Hering et al2024.05 | 2 | 0.06 | — | |
| ConstrICONinstance optimization=false2023.04 | 2.03 | 0 | 0.0052 | |
| ConstrICON2024.05 | 2.03 | 0 | — | |
| NiftyRegTransformation=A, B-Spline, Regularization Loss=BE, Similarity Loss=MI2022.06 | 2.19 | — | — | |
| NiftyRegTransformation=A,B-Spline, Regularization Loss=BE, Similarity Loss=MI2022.06 | 2.19 | — | — | |
| uniGradICON2024.05 | 2.26 | 0.0001 | — | |
| LapIRNTransformation=SVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.06 | 2.92 | 0 | — | |
| LapIRNTransformation=SVF, Regularization Loss=Diff., Similarity Loss=NCC2022.06 | 2.92 | 0 | — | |
| LapIRN2024.05 | 2.92 | 0 | — | |
| PLOSLTransformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD2022.06 | 3.84 | 0 | — | |
| PLOSLTransformation=DVF, Regularization Loss=Diff., Similarity Loss=TVD+VMD, Instance Optimization=false2022.06 | 3.84 | 0 | — | |
| PLOSL2024.05 | 3.84 | 0 | — | |
| LapIRNTransformation=DVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.06 | 4.24 | 0.0105 | — | |
| LapIRNTransformation=DVF, Regularization Loss=Diff., Similarity Loss=NCC2022.06 | 4.24 | 0.0105 | — | |
| ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=LNCC, official_source_code=true2022.06 | 7.04 | 0.3792 | — | |
| ICONTransformation=DVF, Regularization Loss=ICON, Similarity Loss=LNCC2022.06 | 7.04 | 0.3792 | — | |
| VMTransformation=A, SVF, Regularization Loss=Diff., Similarity Loss=NCC, official_source_code=true2022.06 | 9.88 | 0 | — | |
| VMTransformation=A,SVF, Regularization Loss=Diff., Similarity Loss=NCC2022.06 | 9.88 | 0 | — | |
| VoxelMorph2024.05 | 9.88 | 0 | — | |
| Initial2022.06 | 23.36 | — | — |