Shape Matching on SHREC'19
3.6Geodesic Error (x100)Hybrid ULRSSM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hybrid ULRSSMLearning Setting=Unsupervised2023.12 | 3.6 | — | |
| Hybrid ULRSSM (B)Train set=FAUST + SCAPE2026.04 | 3.6 | — | |
| Hybrid ULRSSM (A)Train set=FAUST + SCAPE2026.04 | 3.7 | — | |
| SSCDFMLearning Setting=Unsupervised2023.12 | 3.8 | — | |
| Hybrid ULRSSM (A)Train set=FAUST2026.04 | 4 | — | |
| DiffZOTrain set=FAUST, Supervision level=Unsupervised2026.03 | 4.2 | — | |
| ULRSSM (A)Train set=FAUST + SCAPE2026.04 | 4.5 | — | |
| ULRSSMLearning Setting=Unsupervised2023.12 | 4.6 | — | |
| ULRSSM (B)Train set=FAUST + SCAPE2026.04 | 4.6 | — | |
| ULRSSM (A)Train set=SCAPE2026.04 | 5.1 | — | |
| Hybrid ULRSSM (A)Train set=SCAPE2026.04 | 5.1 | — | |
| HybridFMapsTrain set=SCAPE, Supervision level=Unsupervised, Fine-tuning=true2026.03 | 5.3 | — | |
| ULRSSM (A)Train set=FAUST2026.04 | 5.4 | — | |
| Hybrid ULRSSM (B)Train set=SCAPE2026.04 | 5.4 | — | |
| Hybrid ULRSSM (B)Train set=FAUST2026.04 | 5.5 | — | |
| ATMRepresentation=Point Cloud, Protocol=Zero-shot2026.06 | 5.5 | — | |
| Hybrid GeomFMapsLearning Setting=Supervised2023.12 | 5.6 | — | |
| HybridFMapsTrain set=FAUST, Supervision level=Unsupervised, Fine-tuning=true2026.03 | 5.6 | — | |
| ULRSSMTrain set=FAUST, Supervision level=Unsupervised, Fine-tuning=true2026.03 | 5.7 | — | |
| ULRSSM (B)Train set=SCAPE2026.04 | 5.7 | — | |
| AttentiveFMapsLearning Setting=Unsupervised2023.12 | 5.8 | — | |
| Advanced Functional MapsTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 5.9 | — | |
| Advanced Functional MapsTrain set=FAUST, Supervision level=Unsupervised2026.03 | 6.2 | — | |
| AttentiveFMaps-FastLearning Setting=Unsupervised2023.12 | 6.3 | — | |
| RFMNetTrain set=FAUST, Supervision level=Unsupervised2026.03 | 6.3 | — | |
| DUO-FMNetLearning Setting=Unsupervised2023.12 | 6.4 | — | |
| DUO-FMNetTrain set=FAUST, Supervision level=Unsupervised2026.03 | 6.4 | — | |
| AttentiveFMapsTrain set=FAUST, Supervision level=Unsupervised2026.03 | 6.4 | — | |
| IFMatchRepresentation=Point Cloud2026.06 | 6.5 | — | |
| ULRSSMTrain set=SCAPE, Supervision level=Unsupervised, Fine-tuning=true2026.03 | 6.7 | — | |
| ULRSSM (B)Train set=FAUST2026.04 | 6.7 | — | |
| RFMNetTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 6.9 | — | |
| DiffZOTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 6.9 | — | |
| DeepFAFMTrain set=FAUST, Supervision level=Unsupervised2026.03 | 7 | — | |
| 3D-CODEDRepresentation=Point Cloud2026.06 | 7.7 | — | |
| GeomFMapsLearning Setting=Supervised2023.12 | 7.9 | — | |
| DeepFAFMTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 7.9 | — | |
| DUO-FMNetTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 8.4 | — | |
| HybridFMapsTrain set=FAUST, Supervision level=Unsupervised2026.03 | 9.5 | — | |
| GeomFmapsTrain set=FAUST, Supervision level=Supervised2026.03 | 9.9 | — | |
| AttentiveFMapsTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 9.9 | — | |
| GeomFmapsTrain set=SCAPE, Supervision level=Supervised2026.03 | 12.2 | — | |
| HybridFMapsTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 13 | — | |
| ULRSSMTrain set=FAUST, Supervision level=Unsupervised2026.03 | 14.5 | — | |
| DPCRepresentation=Point Cloud2026.06 | 17.6 | — | |
| ULRSSMTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 18.5 | — | |
| Deep ShellsLearning Setting=Unsupervised2023.12 | 21.1 | — | |
| Deep ShellsTrain set=SCAPE, Supervision level=Unsupervised2026.03 | 23.4 | — | |
| Deep ShellsTrain set=FAUST, Supervision level=Unsupervised2026.03 | 27.4 | — | |
| CorrNet3DRepresentation=Point Cloud2026.06 | 33.7 | — | |
| Hybrid ULRSSMTrain Dataset=FAUST2023.12 | — | 0.055 | |
| Hybrid ULRSSMTrain Dataset=SCAPE2023.12 | — | 0.054 | |
| Hybrid ULRSSMTrain Dataset=FAUST + SCAPE2023.12 | — | 0.036 | |
| ULRSSMTrain Dataset=FAUST2023.12 | — | 0.067 | |
| ULRSSMTrain Dataset=SCAPE2023.12 | — | 0.057 | |
| ULRSSMTrain Dataset=FAUST + SCAPE2023.12 | — | 0.046 |