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ResearchFormerly WizWand

Shape Matching on SHREC HOLES 2016 (test)

0.066Average Geodesic ErrorWormhole (Ours)
-2.2153613.1838228.58343.98218Oct 30, 2024Jan 26, 2025Apr 24, 2025Jul 21, 2025Oct 17, 2025Jan 13, 2026Apr 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Wormhole (Ours)Learning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.066
DirectMatchNetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.079
RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=HOLES, Post-processing refinement=Refinement2024.100.082
ULRSSM (B)Train Split=HOLES2026.040.082
DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.086
ULRSSM (A)Train Split=HOLES2026.040.087
DirectMatchNetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.102
Wormhole (Ours)Learning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.109
DirectMatchNet LPFLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.116
DPFMLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.119
GeomFMapsLearning paradigm=Supervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.13
ULRSSM (A)Train Split=CUTS2026.040.13
RobustFMnetLearning paradigm=Pretrained using external datasets, Training set=CUTS, Post-processing refinement=Refinement2024.100.135
ULRSSM (B)Train Split=CUTS2026.040.135
DPFMLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.139
Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Zoom-out2024.100.162
RobustFMnetLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Refinement2024.100.162
GeomFMapsLearning paradigm=Supervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.174
Unsupervised-DPFMLearning paradigm=Unsupervised, Training set=CUTS, Post-processing refinement=Zoom-out2024.100.183
RobustFMnetLearning paradigm=Unsupervised, Training set=HOLES, Post-processing refinement=Refinement2024.100.188
PFMLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.100.224
FSPLearning paradigm=Axiomatic, Post-processing refinement=Zoom-out2024.100.327
RINO2026.0312.09
Wormhole2026.0326.9
URSSM2026.0329.8
EchoMatchType=Supervised2026.0357.1