Shape Matching on SHREC'19 (test)
0.058Mean Geodesic ErrorOurs-Fast
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours-FastTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.058 | — | — | |
| OursTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.058 | — | — | |
| OursTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.062 | — | — | |
| Ours-FastTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.063 | — | — | |
| OursTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.064 | — | — | |
| Ours-FastTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.071 | — | — | |
| Ours-FastTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.071 | — | — | |
| GeomFmapsTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.071 | — | — | |
| GeomFmapsTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.079 | — | — | |
| Ours-FastTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.081 | — | — | |
| GeomFmapsTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.085 | — | — | |
| OursTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.094 | — | — | |
| GeomFmapsTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.099 | — | — | |
| OursTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.099 | — | — | |
| TransMatch + RefineTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.109 | — | — | |
| GeomFmapsTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.112 | — | — | |
| Ours-FastTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.117 | — | — | |
| GeomFmapsTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.122 | — | — | |
| OursTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.122 | — | — | |
| TransMatch + RefineTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.145 | — | — | |
| TransMatchTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.167 | — | — | |
| TransMatchTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.21 | — | — | |
| DeepShellsTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.211 | — | — | |
| DeepShellsTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.234 | — | — | |
| NeuroMorphTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.253 | — | — | |
| NeuroMorphTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.263 | — | — | |
| DeepShellsTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.274 | — | — | |
| NeuroMorphTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.276 | — | — | |
| TransMatch + RefineTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.375 | — | — | |
| TransMatchTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.388 | — | — | |
| ULRSSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 4.6 | — | — | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 4.7 | — | — | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=FAUST2024.03 | 5.5 | — | — | |
| AFMapLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 5.8 | — | — | |
| SSLMSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 6.2 | — | — | |
| AFMapLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 6.4 | — | — | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=SCAPE2024.03 | 7 | — | — | |
| ULRSSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 7.2 | — | — | |
| ULRSSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 7.6 | — | — | |
| GeomFMapsLearning paradigm=Supervised, Training set=FAUST + SCAPE2024.03 | 7.9 | — | — | |
| SSLMSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 8.4 | — | — | |
| SSLMSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 9.1 | — | — | |
| GeomFMapsLearning paradigm=Supervised, Training set=FAUST2024.03 | 9.9 | — | — | |
| AFMapLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 9.9 | — | — | |
| GeomFMapsLearning paradigm=Supervised, Training set=SCAPE2024.03 | 12.2 | — | — | |
| TransMatchLearning paradigm=Supervised, Training set=FAUST + SCAPE2024.03 | 12.9 | — | — | |
| TransMatchLearning paradigm=Supervised, Training set=FAUST2024.03 | 19 | — | — | |
| UDMSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 20.1 | — | — | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 21.1 | — | — | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 23.4 | — | — | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 27.4 | — | — | |
| UDMSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 28.3 | — | — | |
| UDMSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 28.7 | — | — | |
| TransMatchLearning paradigm=Supervised, Training set=SCAPE2024.03 | 39.5 | — | — | |
| CorrNet3DTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.44 | 0.44 | |
| CorrNet3DTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.426 | 0.426 | |
| DCPTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.31 | 0.31 | |
| DCPTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.287 | 0.287 | |
| DFRTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.059 | 0.059 | |
| DFRTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.048 | 0.048 | |
| DiffFMapsTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | — | 0.164 | 0.164 | |
| DiffFMapsTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | — | 0.176 | 0.176 | |
| NIETraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.151 | 0.151 | |
| NIETraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.156 | 0.156 | |
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.05 | 0.057 | |
| Ours (Hyper-Network Neural Functional Maps)Training Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.043 | 0.047 | |
| SSMSMTraining Dataset=FAUST, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.075 | 0.09 | |
| SSMSMTraining Dataset=SCAPE, Learning Paradigm=Unsupervised/Self-Supervised2026.06 | — | 0.068 | 0.073 | |
| TransMatchTraining Dataset=FAUST, Learning Paradigm=Supervised2026.06 | — | 0.21 | 0.21 | |
| TransMatchTraining Dataset=SCAPE, Learning Paradigm=Supervised2026.06 | — | 0.388 | 0.388 |