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ResearchFormerly WizWand

Shape Matching on SHREC CUTS 2016 (test)

0.018Average Geodesic ErrorDPFM
0.011240.056870.10250.14813Oct 30, 2024Jan 26, 2025Apr 24, 2025Jul 21, 2025Oct 17, 2025Jan 13, 2026Apr 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DPFMLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.018
ULRSSM (A)Train Split=CUTS2026.040.026
RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=CUTS, Post-processing refinement=Refinement2024.100.032
ULRSSM (B)Train Split=CUTS2026.040.032
Wormhole (Ours)Learning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.043
DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.047
DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.055
RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=HOLES, Post-processing refinement=Refinement2024.100.056
DirectMatchNetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.056
ULRSSM (B)Train Split=HOLES2026.040.056
ULRSSM (A)Train Split=HOLES2026.040.058
Wormhole (Ours)Learning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.072
DPFMLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.074
DirectMatchNetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.08
PFMLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.100.09
GeomFMapsLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.104
RobustFMnetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.106
Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.128
FSPLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.100.152
RobustFMnetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.166
GeomFMapsLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.167
Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.187