Shape Correspondence with Isometric and Non-Isometric Deformations
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Date
2019
Authors
Dyke, R. M.
Stride, C.
Lai, Y.-K.
Rosin, P. L.
Aubry, M.
Boyarski, A.
Bronstein, A. M.
Bronstein, M. M.
Cremers, D.
Fisher, M.
Groueix, T.
Guo, D.
Kim, V. G.
Kimmel, R.
Lähner, Z.
Li, K.
Litany, O.
Remez, T.
Rodolà, E.
Russell, B. C.
Sahillioglu, Y.
Slossberg, R.
Tam, G. K. L.
Vestner, M.
Wu, Z.
Yang, J.
Stride, C.
Lai, Y.-K.
Rosin, P. L.
Aubry, M.
Boyarski, A.
Bronstein, A. M.
Bronstein, M. M.
Cremers, D.
Fisher, M.
Groueix, T.
Guo, D.
Kim, V. G.
Kimmel, R.
Lähner, Z.
Li, K.
Litany, O.
Remez, T.
Rodolà, E.
Russell, B. C.
Sahillioglu, Y.
Slossberg, R.
Tam, G. K. L.
Vestner, M.
Wu, Z.
Yang, J.
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association
Abstract
The registration of surfaces with non-rigid deformation, especially non-isometric deformations, is a challenging problem. When applying such techniques to real scans, the problem is compounded by topological and geometric inconsistencies between shapes. In this paper, we capture a benchmark dataset of scanned 3D shapes undergoing various controlled deformations (articulating, bending, stretching and topologically changing), along with ground truth correspondences. With the aid of this tiered benchmark of increasingly challenging real scans, we explore this problem and investigate how robust current state-of- the-art methods perform in different challenging registration and correspondence scenarios. We discover that changes in topology is a challenging problem for some methods and that machine learning-based approaches prove to be more capable of handling non-isometric deformations on shapes that are moderately similar to the training set.
Description
@inproceedings{10.2312:3dor.20191069,
booktitle = {Eurographics Workshop on 3D Object Retrieval},
editor = {Biasotti, Silvia and Lavoué, Guillaume and Veltkamp, Remco},
title = {{Shape Correspondence with Isometric and Non-Isometric Deformations}},
author = {Dyke, R. M. and Stride, C. and Groueix, T. and Guo, D. and Kim, V. G. and Kimmel, R. and Lähner, Z. and Li, K. and Litany, O. and Remez, T. and Rodolà, E. and Russell, B. C. and Lai, Y.-K. and Sahillioglu, Y. and Slossberg, R. and Tam, G. K. L. and Vestner, M. and Wu, Z. and Yang, J. and Rosin, P. L. and Aubry, M. and Boyarski, A. and Bronstein, A. M. and Bronstein, M. M. and Cremers, D. and Fisher, M.},
year = {2019},
publisher = {The Eurographics Association},
ISSN = {1997-0471},
ISBN = {978-3-03868-077-2},
DOI = {10.2312/3dor.20191069}
}