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Shape Matching on SHREC19 remeshed (test)

0.031Mean Geodesic ErrorDenseMatcher
-0.291761.886874.06556.24413Nov 8, 2023Mar 26, 2024Aug 13, 2024Dec 30, 2024May 19, 2025Oct 5, 2025Feb 22, 2026

Evaluation results

MethodLinks
DenseMatcherCategory=Semantic Methods2026.020.031—
UniMatchCategory=Semantic Methods2026.020.032—
Ours-FAUSTInput format=pcd, Training set=SCAPE_r2023.110.048—
SURFMNetCategory=Functional Map Methods2026.020.048—
Ours-SCAPEInput format=pcd, Training set=SCAPE_r2023.110.051—
Ours-SCAPEInput format=pcd, Training set=FAUST_r2023.110.054—
URSSMCategory=Functional Map Methods2026.020.057—
Ours-FAUSTInput format=pcd, Training set=FAUST_r2023.110.059—
AttentiveFMaps(U)Input format=mesh, Training set=FAUST_r2023.110.062—
SSMSM(W)Input format=pcd, Training set=SCAPE_r2023.110.073—
Smooth ShellsCategory=Axiomatic Methods2026.020.076—
ZoomOutCategory=Axiomatic Methods2026.020.078—
BCICPCategory=Axiomatic Methods2026.020.08—
SSMSM(W)Input format=pcd, Training set=FAUST_r2023.110.09—
AttentiveFMaps(U)Input format=mesh, Training set=SCAPE_r2023.110.093—
GeomFMaps(S)Input format=mesh, Training set=FAUST_r2023.110.096—
UnsupFMNetCategory=Functional Map Methods2026.020.111—
GeomFMaps(S)Input format=mesh, Training set=SCAPE_r2023.110.114—
NIE(W)Input format=pcd, Training set=FAUST_r2023.110.151—
NIE(W)Input format=pcd, Training set=SCAPE_r2023.110.156—
DiffFMaps(S)Input format=pcd, Training set=FAUST_r2023.110.164—
DiffFMaps(S)Input format=pcd, Training set=SCAPE_r2023.110.176—
ConsistFMaps(U)Input format=mesh, Training set=FAUST_r2023.110.209—
TransMatch(S)Input format=pcd, Training set=FAUST_r2023.110.21—
Deep Shells(W)Input format=mesh, Training set=SCAPE_r2023.110.214—
Diff3FCategory=Semantic Methods2026.020.263—
Deep Shells(W)Input format=mesh, Training set=FAUST_r2023.110.266—
ConsistFMaps(U)Input format=mesh, Training set=SCAPE_r2023.110.287—
DPC(S)Input format=pcd, Training set=SCAPE_r2023.110.287—
DPC(S)Input format=pcd, Training set=FAUST_r2023.110.31—
TransMatch(S)Input format=pcd, Training set=SCAPE_r2023.110.388—
DIFF3F + FMtraining=zero-shot, mapping=Functional Maps2023.111.4921.55
DIFF3Ftraining=zero-shot2023.111.6926.41
FM + WKSfeatures=Wave Kernel Signature, mapping=Functional Maps2023.113.264.37
SE-ORNettraining=unsupervised2023.114.5621.41
DPCtraining=unsupervised2023.116.2617.4
3DCODEDtraining=supervised2023.118.12.1