Shape Matching on FAUST (test)
0.013Mean Geodesic ErrorOurs-Fast
Evaluation results
| Method | Links | |
|---|---|---|
| Ours-FastTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.013 | |
| Ours-FastTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.013 | |
| OursTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.013 | |
| OursTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.014 | |
| Hybrid ULRSSMTrain Dataset=FAUST2023.12 | 0.015 | |
| Hybrid ULRSSMTrain Dataset=SCAPE2023.12 | 0.015 | |
| Hybrid ULRSSMTrain Dataset=FAUST + SCAPE2023.12 | 0.015 | |
| TransMatch + RefineTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.016 | |
| DeepShellsTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.016 | |
| ULRSSMTrain Dataset=FAUST2023.12 | 0.016 | |
| ULRSSMTrain Dataset=SCAPE2023.12 | 0.016 | |
| ULRSSMTrain Dataset=FAUST + SCAPE2023.12 | 0.016 | |
| TransMatch + RefineTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.017 | |
| OursTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.017 | |
| DeepShellsTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.017 | |
| Ours-FastTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.018 | |
| Ours-FastTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.019 | |
| Ours-FastTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.019 | |
| Ours-FastTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.019 | |
| OursTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.019 | |
| OursTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.019 | |
| OursTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.022 | |
| 3D-CODEDTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.025 | |
| SmoothShellsSupervision=N/A2022.10 | 0.025 | |
| GeomFmapsTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.026 | |
| GeomFmapsTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.026 | |
| ACSCNNTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.027 | |
| TransMatchTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.027 | |
| TransMatchTrain Dataset=FAUST+SCAPE, Supervision=supervised2022.10 | 0.027 | |
| DeepShellsTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.027 | |
| FUSEPrior=Landmarks, Test-time refinement=none2025.11 | 0.028 | |
| GeomFmapsTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.029 | |
| HSNTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.033 | |
| GeomFmapsTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.035 | |
| GeomFmapsTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.035 | |
| GeomFmapsTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.04 | |
| ULRSSM*Prior=Training-data, Test-time refinement=none2025.11 | 0.043 | |
| ACSCNNTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.06 | |
| BCICPSupervision=N/A2022.10 | 0.061 | |
| ZoomOutSupervision=N/A2022.10 | 0.061 | |
| NeuroMorphTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.085 | |
| Diff3Prior=Vision model, Test-time refinement=none2025.11 | 0.089 | |
| NeuroMorphTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.091 | |
| UnsupFMNetTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.1 | |
| FMNetTrain Dataset=FAUST, Supervision=supervised2022.10 | 0.11 | |
| UnsupFMNetTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.11 | |
| SURFMNetTrain Dataset=FAUST, Supervision=unsupervised2022.10 | 0.15 | |
| TransMatch + RefineTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.155 | |
| HSNTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.167 | |
| NeuroMorphTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.182 | |
| TransMatchTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.186 | |
| UnsupFMNetTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.22 | |
| SURFMNetTrain Dataset=SCAPE, Supervision=unsupervised2022.10 | 0.32 | |
| FMNetTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.33 | |
| 3D-CODEDTrain Dataset=SCAPE, Supervision=supervised2022.10 | 0.33 | |
| SURFMNetTrain Dataset=FAUST+SCAPE, Supervision=unsupervised2022.10 | 0.33 | |
| UDMSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 1.5 | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=FAUST2024.03 | 1.5 | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.6 | |
| ULRSSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 1.6 | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=SCAPE2024.03 | 1.6 | |
| Efficient OT-Functional Maps (Ours)Learning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.6 | |
| TransMatchLearning paradigm=Supervised, Training set=FAUST + SCAPE2024.03 | 1.7 | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 1.7 | |
| UDMSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.7 | |
| ULRSSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.7 | |
| TransMatchLearning paradigm=Supervised, Training set=FAUST2024.03 | 1.8 | |
| AFMapLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 1.9 | |
| AFMapLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.9 | |
| SSLMSMLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 1.9 | |
| ULRSSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 1.9 | |
| SSLMSMLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 2 | |
| AFMapLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 2.2 | |
| Smooth ShellsLearning paradigm=Axiomatic, Training set=N/A2024.03 | 2.5 | |
| GeomFMapsLearning paradigm=Supervised, Training set=FAUST2024.03 | 2.6 | |
| GeomFMapsLearning paradigm=Supervised, Training set=FAUST + SCAPE2024.03 | 2.6 | |
| Deep ShellsLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 2.7 | |
| SSLMSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 2.7 | |
| GeomFMapsLearning paradigm=Supervised, Training set=SCAPE2024.03 | 3 | |
| UDMSMLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 3.2 | |
| ZoomOutLearning paradigm=Axiomatic, Training set=N/A2024.03 | 6.1 | |
| BCICPLearning paradigm=Axiomatic, Training set=N/A2024.03 | 6.1 | |
| FMNetLearning paradigm=Supervised, Training set=FAUST2024.03 | 11 | |
| SURFMNetLearning paradigm=Unsupervised, Training set=FAUST2024.03 | 15 | |
| TransMatchLearning paradigm=Supervised, Training set=SCAPE2024.03 | 18.5 | |
| SURFMNetLearning paradigm=Unsupervised, Training set=SCAPE2024.03 | 32 | |
| FMNetLearning paradigm=Supervised, Training set=SCAPE2024.03 | 33 | |
| SURFMNetLearning paradigm=Unsupervised, Training set=FAUST + SCAPE2024.03 | 33 |