Non-rigid shape matching on DT4D-H
4.05Mean Geodesic Error (x100)NFR
Evaluation Results
| Method | Links | |
|---|---|---|
| NFR2025.05 | 4.05 | |
| Efficient OT-Functional Maps2024.03 | 4.2 | |
| ULRSSM2024.03 | 4.5 | |
| DFR (SCAPE template)Input representation=pcd, Training dataset=SCAPE_r, Template=SCAPE2023.11 | 5.7 | |
| DFR (CRYPTO template)Input representation=pcd, Training dataset=SCAPE_r, Template=CRYPTO2023.11 | 5.7 | |
| DFR (CRYPTO template)Input representation=pcd, Training dataset=FAUST_r, Template=CRYPTO2023.11 | 6.9 | |
| DV-MatcherTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 6.9 | |
| HCLV2S2025.05 | 7.23 | |
| SSMSMInput representation=pcd, Training dataset=SCAPE_r2023.11 | 8 | |
| SSMSMTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Unsupervised2024.08 | 8 | |
| DV-MatcherTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 8.1 | |
| DFR (SCAPE template)Input representation=pcd, Training dataset=FAUST_r, Template=SCAPE2023.11 | 9.8 | |
| AttentiveFMapsInput representation=mesh, Training dataset=FAUST_r2023.11 | 11 | |
| AFMap2024.03 | 11.6 | |
| SSMSMInput representation=pcd, Training dataset=FAUST_r2023.11 | 11.8 | |
| SSMSMTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Unsupervised2024.08 | 11.8 | |
| NIEInput representation=pcd, Training dataset=SCAPE_r2023.11 | 12.1 | |
| NIETrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Unsupervised2024.08 | 12.1 | |
| SE-ORNetTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 12.2 | |
| NIEInput representation=pcd, Training dataset=FAUST_r2023.11 | 13.3 | |
| NIETrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Unsupervised2024.08 | 13.3 | |
| DPCTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 13.8 | |
| DiffFMapsInput representation=pcd, Training dataset=SCAPE_r2023.11 | 15.9 | |
| DiffFMapsTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Supervised2024.08 | 15.9 | |
| DiffFMapsInput representation=pcd, Training dataset=FAUST_r2023.11 | 18.5 | |
| DiffFMapsTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Supervised2024.08 | 18.5 | |
| AttentiveFMapsInput representation=mesh, Training dataset=SCAPE_r2023.11 | 21.4 | |
| DPCTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 21.7 | |
| GeoFMaps2024.03 | 22.6 | |
| TransMatchInput representation=pcd, Training dataset=SCAPE_r2023.11 | 25.3 | |
| TransMatchTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Supervised2024.08 | 25.3 | |
| Deep ShellsInput representation=mesh, Training dataset=SCAPE_r2023.11 | 25.8 | |
| TransMatchInput representation=pcd, Training dataset=FAUST_r2023.11 | 26.7 | |
| TransMatchTrain Set=FAUST_r, Input Requirement (Mesh vs PCD)=Mesh, Supervision Type=Supervised2024.08 | 26.7 | |
| SE-ORNetTrain Set=SCAPE_r, Input Requirement (Mesh vs PCD)=PCD, Supervision Type=Unsupervised2024.08 | 27.7 | |
| GeomFMapsInput representation=mesh, Training dataset=SCAPE_r2023.11 | 28.6 | |
| Deep Shells2024.03 | 31.1 | |
| ConsistFMapsInput representation=mesh, Training dataset=FAUST_r2023.11 | 33.5 | |
| Deep ShellsInput representation=mesh, Training dataset=FAUST_r2023.11 | 35.9 | |
| GeomFMapsInput representation=mesh, Training dataset=FAUST_r2023.11 | 38.5 | |
| ConsistFMapsInput representation=mesh, Training dataset=SCAPE_r2023.11 | 38.6 |