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Shape correspondence estimation on TOPKIDS

4.9Geodesic Error (x100)Coarse-to-Fine
3.15214.95126.7538.549Dec 6, 2023May 9, 2024Oct 11, 2024Mar 16, 2025Aug 18, 2025Jan 20, 2026Jun 25, 2026

Evaluation results

MethodLinks
Coarse-to-FineMethod category=Unsupervised2026.064.9
Hybrid ULRSSMLearning Setting=Unsupervised2023.125
HybridFMapsCategory=Unsupervised Methods, Fully intrinsic=false2026.035
HybridFMapsMethod category=Unsupervised2026.065
HybridFMaps (w.fineturn)Category=Unsupervised Methods, Fully intrinsic=false2026.035.1
GLASSVenue=-, Unsup.=true, Visual=true, Lang.=true2026.035.6
MWPMethod category=Axiomatic2026.065.7
UniMatchMethod Category=Semantic Methods2026.025.9
Advanced Functional MapsCategory=Unsupervised Methods, Fully intrinsic=true2026.035.9
DenseMatcherMethod Category=Semantic Methods2026.026.2
DenseMatcherVenue=ICLR 2025, Unsup.=true, Visual=true, Lang.=false2026.036.2
DeepFAFMCategory=Unsupervised Methods, Fully intrinsic=true2026.036.3
DeepFAFMMethod category=Unsupervised2026.066.3
Hybrid Smooth ShellsLearning Setting=Axiomatic2023.127.5
URSSMMethod Category=Functional Map Methods2026.028.9
URSSMVenue=TOG 2023, Unsup.=true, Visual=false, Lang.=false2026.038.9
ULRSSMLearning Setting=Unsupervised2023.129.2
ULRSSM(w.fineturn)Category=Unsupervised Methods, Fully intrinsic=true2026.039.2
ULRSSMCategory=Unsupervised Methods, Fully intrinsic=true2026.039.4
ULRSSMMethod category=Unsupervised2026.069.4
Smooth ShellsLearning Setting=Axiomatic2023.1210.8
DiscreteOpMethod category=Axiomatic2026.0610.8
Smooth ShellsMethod Category=Axiomatic Methods2026.0211.8
Smooth ShellsVenue=CVPR 2020, Unsup.=true, Visual=false, Lang.=false2026.0311.8
SmoothShellsCategory=Axiomatic Methods, Fully intrinsic=false2026.0311.8
Deep ShellsLearning Setting=Unsupervised2023.1213.7
Deep ShellsCategory=Unsupervised Methods, Fully intrinsic=false2026.0313.7
Deep ShellsMethod category=Unsupervised2026.0613.7
NeuroMorphCategory=Unsupervised Methods, Fully intrinsic=false2026.0313.8
AttentiveFMapsLearning Setting=Unsupervised2023.1223.4
AttentiveFMapsMethod Category=Functional Map Methods2026.0223.4
AttentiveFMapsVenue=NeurIPS 2022, Unsup.=false, Visual=false, Lang.=false2026.0323.4
AttentiveFMapsCategory=Unsupervised Methods, Fully intrinsic=true2026.0323.4
AttentiveFMapsMethod category=Unsupervised2026.0623.4
AttentiveFMaps-FastLearning Setting=Unsupervised2023.1228.5
Diff3FMethod Category=Semantic Methods2026.0231
Diff3FVenue=CVPR 2024, Unsup.=true, Visual=true, Lang.=false2026.0331
ZoomOutLearning Setting=Axiomatic2023.1233.7
ZoomOutMethod Category=Axiomatic Methods2026.0233.7
ZoomOutVenue=TOG 2019, Unsup.=true, Visual=false, Lang.=false2026.0333.7
ZoomOutCategory=Axiomatic Methods, Fully intrinsic=true2026.0333.7
ZoomOutMethod category=Axiomatic2026.0633.7
DiscreteOpLearning Setting=Axiomatic2023.1235.5
DiscreteOpMethod Category=Axiomatic Methods2026.0235.5
DiscreteOpVenue=CGF 2021, Unsup.=true, Visual=false, Lang.=false2026.0335.5
DiscreteOpCategory=Axiomatic Methods, Fully intrinsic=true2026.0335.5
SmoothShellsMethod category=Axiomatic2026.0635.5
UnsupFMNetMethod Category=Functional Map Methods2026.0238.5
UnsupFMNetVenue=CVPR 2019, Unsup.=true, Visual=false, Lang.=false2026.0338.5
UnsupFMNetCategory=Unsupervised Methods, Fully intrinsic=true2026.0338.5
DenoisFMaps (64×64)Category=Unsupervised Methods, Fully intrinsic=true2026.0343.6
DenoiseFMapsMethod category=Unsupervised2026.0643.6
SURFMNetMethod Category=Functional Map Methods2026.0248.6
SURFMNetVenue=ICCV 2019, Unsup.=true, Visual=false, Lang.=false2026.0348.6
SURFMNetCategory=Unsupervised Methods, Fully intrinsic=true2026.0348.6