Multi-modal Shape Matching on SCAPE (test)
0.023Mean Geodesic Error (Triangle Meshes)Ours (Hyper-Network Neural Functional Maps)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.023 | 0.028 | |
| DFRTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.029 | 0.029 | |
| SSMSMTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.031 | 0.041 | |
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.046 | 0.06 | |
| DFRTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.063 | 0.063 | |
| SSMSMTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.092 | 0.11 | |
| NIETraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.11 | 0.11 | |
| DiffFMapsTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.12 | 0.12 | |
| NIETraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.15 | 0.15 | |
| DCPTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.173 | 0.173 | |
| DCPTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.175 | 0.175 | |
| TransMatchTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.186 | 0.186 | |
| DiffFMapsTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.19 | 0.19 | |
| 3D-CODEDTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.31 | 0.31 | |
| 3D-CODEDTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.31 | 0.31 | |
| TransMatchTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.336 | 0.336 | |
| CorrNet3DTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.373 | 0.373 | |
| CorrNet3DTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.38 | 0.38 |