Shape Matching on SHREC CUTS 2016 (test)
0.018Average Geodesic ErrorDPFM
Evaluation Results
| Method | Links | |
|---|---|---|
| DPFMLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.10 | 0.018 | |
| ULRSSM (A)Train Split=CUTS2026.04 | 0.026 | |
| RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=CUTS, Post-processing refinement=Refinement2024.10 | 0.032 | |
| ULRSSM (B)Train Split=CUTS2026.04 | 0.032 | |
| Wormhole (Ours)Learning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.10 | 0.043 | |
| DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.10 | 0.047 | |
| DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.10 | 0.055 | |
| RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=HOLES, Post-processing refinement=Refinement2024.10 | 0.056 | |
| DirectMatchNetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.10 | 0.056 | |
| ULRSSM (B)Train Split=HOLES2026.04 | 0.056 | |
| ULRSSM (A)Train Split=HOLES2026.04 | 0.058 | |
| Wormhole (Ours)Learning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.10 | 0.072 | |
| DPFMLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.10 | 0.074 | |
| DirectMatchNetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.10 | 0.08 | |
| PFMLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.10 | 0.09 | |
| GeomFMapsLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.10 | 0.104 | |
| RobustFMnetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.10 | 0.106 | |
| Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.10 | 0.128 | |
| FSPLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.10 | 0.152 | |
| RobustFMnetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.10 | 0.166 | |
| GeomFMapsLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.10 | 0.167 | |
| Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.10 | 0.187 |