Multi-modal Shape Matching on FAUST (test)
0.018Mean Geodesic Error (Triangle Meshes)Ours (Hyper-Network Neural Functional Maps)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.018 | 0.022 | |
| SSMSMTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.02 | 0.024 | |
| 3D-CODEDTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.025 | 0.025 | |
| TransMatchTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.027 | 0.027 | |
| DFRTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.03 | 0.03 | |
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.032 | 0.037 | |
| DiffFMapsTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | 0.036 | 0.036 | |
| DFRTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.04 | 0.04 | |
| NIETraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.055 | 0.055 | |
| SSMSMTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.072 | 0.085 | |
| NIETraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.087 | 0.087 | |
| DCPTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.111 | 0.111 | |
| DCPTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.112 | 0.112 | |
| DiffFMapsTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.12 | 0.12 | |
| TransMatchTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.183 | 0.183 | |
| CorrNet3DTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.265 | 0.265 | |
| 3D-CODEDTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | 0.33 | 0.33 | |
| CorrNet3DTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | 0.362 | 0.362 |