Image Registration on Learn2Reg Abdomen CT-CT (val)
90.1DICEFlexiCT-2D
Evaluation results
| Method | Links | |
|---|---|---|
| FlexiCT-2DOrgan=Liver, Evaluation Protocol=5-fold CV2026.05 | 90.1 | |
| DINOv2Organ=Liver, Evaluation Protocol=5-fold CV2026.05 | 84.5 | |
| FlexiCT-2DOrgan=Spleen, Evaluation Protocol=5-fold CV2026.05 | 83.6 | |
| FlexiCT-2DOrgan=L. kidney, Evaluation Protocol=5-fold CV2026.05 | 78.5 | |
| FlexiCT-2DOrgan=R. kidney, Evaluation Protocol=5-fold CV2026.05 | 72.3 | |
| DINOv2Organ=R. kidney, Evaluation Protocol=5-fold CV2026.05 | 71.8 | |
| DINOv2Organ=L. kidney, Evaluation Protocol=5-fold CV2026.05 | 71.8 | |
| ConvexAdam2024.05 | 71 | |
| CuriaOrgan=Liver, Evaluation Protocol=5-fold CV2026.05 | 69.2 | |
| DINOv2Organ=Spleen, Evaluation Protocol=5-fold CV2026.05 | 68.9 | |
| DINOv3Organ=Liver, Evaluation Protocol=5-fold CV2026.05 | 68 | |
| FlexiCT-2DOrgan=IVC, Evaluation Protocol=5-fold CV2026.05 | 68 | |
| FlexiCT-2DOrgan=Aorta, Evaluation Protocol=5-fold CV2026.05 | 66.5 | |
| EstienneUnsupervised=false2024.05 | 65 | |
| VoxelMorphOrgan=Liver, Evaluation Protocol=5-fold CV2026.05 | 62.1 | |
| DINOv2Organ=Aorta, Evaluation Protocol=5-fold CV2026.05 | 61.2 | |
| FlexiCT-2DOrgan=Overall, Evaluation Protocol=5-fold CV2026.05 | 56.5 | |
| CARLUnsupervised=true, Instance Optimization=true2024.05 | 56 | |
| FlexiCT-2DOrgan=Stomach, Evaluation Protocol=5-fold CV2026.05 | 56 | |
| DINOv2Organ=IVC, Evaluation Protocol=5-fold CV2026.05 | 53.8 | |
| EstienneUnsupervised=true2024.05 | 52 | |
| uniGradICONUnsupervised=true, Instance Optimization=true2024.05 | 52 | |
| CARLUnsupervised=true2024.05 | 50 | |
| SAME++Unsupervised=true, Instance Optimization=true2024.05 | 49 | |
| CuriaOrgan=Spleen, Evaluation Protocol=5-fold CV2026.05 | 48.1 | |
| uniGradICONUnsupervised=true2024.05 | 48 | |
| DINOv2Organ=Overall, Evaluation Protocol=5-fold CV2026.05 | 47.2 | |
| FlexiCT-2DOrgan=Esophagus, Evaluation Protocol=5-fold CV2026.05 | 47.1 | |
| DINOv3Organ=Spleen, Evaluation Protocol=5-fold CV2026.05 | 44.7 | |
| DINOv2Organ=Stomach, Evaluation Protocol=5-fold CV2026.05 | 44 | |
| VoxelMorphOrgan=Spleen, Evaluation Protocol=5-fold CV2026.05 | 41.2 | |
| CuriaOrgan=IVC, Evaluation Protocol=5-fold CV2026.05 | 40.7 | |
| DINOv2Organ=Esophagus, Evaluation Protocol=5-fold CV2026.05 | 40.2 | |
| CuriaOrgan=L. kidney, Evaluation Protocol=5-fold CV2026.05 | 40.2 | |
| DINOv3Organ=IVC, Evaluation Protocol=5-fold CV2026.05 | 38.6 | |
| CuriaOrgan=R. kidney, Evaluation Protocol=5-fold CV2026.05 | 38.4 | |
| FlexiCT-2DOrgan=Pancreas, Evaluation Protocol=5-fold CV2026.05 | 38.1 | |
| CuriaOrgan=Aorta, Evaluation Protocol=5-fold CV2026.05 | 37.1 | |
| FlexiCT-2DOrgan=PSV, Evaluation Protocol=5-fold CV2026.05 | 36.3 | |
| DINOv3Organ=L. kidney, Evaluation Protocol=5-fold CV2026.05 | 35.6 | |
| VoxelMorphOrgan=IVC, Evaluation Protocol=5-fold CV2026.05 | 35 | |
| VoxelMorphOrgan=L. kidney, Evaluation Protocol=5-fold CV2026.05 | 34.9 | |
| VoxelMorphOrgan=R. kidney, Evaluation Protocol=5-fold CV2026.05 | 34.4 | |
| DINOv3Organ=R. kidney, Evaluation Protocol=5-fold CV2026.05 | 34.2 | |
| FlexiCT-2DOrgan=R. adrenal, Evaluation Protocol=5-fold CV2026.05 | 33.2 | |
| VoxelMorphOrgan=Aorta, Evaluation Protocol=5-fold CV2026.05 | 32.3 | |
| FlexiCT-2DOrgan=L. adrenal, Evaluation Protocol=5-fold CV2026.05 | 31.9 | |
| DINOv3Organ=Aorta, Evaluation Protocol=5-fold CV2026.05 | 31.4 | |
| CuriaOrgan=Overall, Evaluation Protocol=5-fold CV2026.05 | 29.9 | |
| DINOv3Organ=Stomach, Evaluation Protocol=5-fold CV2026.05 | 29 | |
| CuriaOrgan=Stomach, Evaluation Protocol=5-fold CV2026.05 | 28.4 | |
| DINOv3Organ=Overall, Evaluation Protocol=5-fold CV2026.05 | 27.8 | |
| CuriaOrgan=Esophagus, Evaluation Protocol=5-fold CV2026.05 | 27.8 | |
| VoxelMorphOrgan=Overall, Evaluation Protocol=5-fold CV2026.05 | 25.7 | |
| DINOv2Organ=Pancreas, Evaluation Protocol=5-fold CV2026.05 | 25.6 | |
| DINOv3Organ=Esophagus, Evaluation Protocol=5-fold CV2026.05 | 25.5 | |
| VoxelMorphOrgan=Stomach, Evaluation Protocol=5-fold CV2026.05 | 24.1 | |
| DINOv2Organ=R. adrenal, Evaluation Protocol=5-fold CV2026.05 | 23.7 | |
| VoxelMorphOrgan=Esophagus, Evaluation Protocol=5-fold CV2026.05 | 22.5 | |
| DINOv2Organ=L. adrenal, Evaluation Protocol=5-fold CV2026.05 | 21.3 | |
| DINOv2Organ=PSV, Evaluation Protocol=5-fold CV2026.05 | 20.4 | |
| FlexiCT-2DOrgan=Gallbladdera, Evaluation Protocol=5-fold CV2026.05 | 18.7 | |
| CuriaOrgan=Pancreas, Evaluation Protocol=5-fold CV2026.05 | 17.7 | |
| DINOv3Organ=Pancreas, Evaluation Protocol=5-fold CV2026.05 | 15.7 | |
| VoxelMorphOrgan=Pancreas, Evaluation Protocol=5-fold CV2026.05 | 15 | |
| DINOv2Organ=Gallbladdera, Evaluation Protocol=5-fold CV2026.05 | 12.9 | |
| DINOv3Organ=R. adrenal, Evaluation Protocol=5-fold CV2026.05 | 10.9 | |
| CuriaOrgan=R. adrenal, Evaluation Protocol=5-fold CV2026.05 | 10.1 | |
| CuriaOrgan=L. adrenal, Evaluation Protocol=5-fold CV2026.05 | 9.9 | |
| VoxelMorphOrgan=L. adrenal, Evaluation Protocol=5-fold CV2026.05 | 8.3 | |
| VoxelMorphOrgan=R. adrenal, Evaluation Protocol=5-fold CV2026.05 | 7.5 | |
| DINOv3Organ=L. adrenal, Evaluation Protocol=5-fold CV2026.05 | 7.5 | |
| CuriaOrgan=PSV, Evaluation Protocol=5-fold CV2026.05 | 7.4 | |
| DINOv3Organ=PSV, Evaluation Protocol=5-fold CV2026.05 | 6.8 | |
| DINOv3Organ=Gallbladdera, Evaluation Protocol=5-fold CV2026.05 | 5.3 | |
| VoxelMorphOrgan=PSV, Evaluation Protocol=5-fold CV2026.05 | 4.8 | |
| CuriaOrgan=Gallbladdera, Evaluation Protocol=5-fold CV2026.05 | 4.3 | |
| VoxelMorphOrgan=Gallbladdera, Evaluation Protocol=5-fold CV2026.05 | 3.8 |