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Registration of 3D point clouds and meshes: A survey from rigid to nonrigid

Tam, Gary K. L., Cheng, Zhi-Quan, Lai, Yukun, Langbein, Frank Curd, Liu, Yonghuai, Marshall, Andrew David, Martin, Ralph Robert, Sun, Xianfang and Rosin, Paul L. 2013. Registration of 3D point clouds and meshes: A survey from rigid to nonrigid. IEEE Transactions on Visualization and Computer Graphics 19 (7) , pp. 1199-1217. 10.1109/TVCG.2012.310

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Abstract

Three-dimensional surface registration transforms multiple three-dimensional data sets into the same coordinate system so as to align overlapping components of these sets. Recent surveys have covered different aspects of either rigid or nonrigid registration, but seldom discuss them as a whole. Our study serves two purposes: 1) To give a comprehensive survey of both types of registration, focusing on three-dimensional point clouds and meshes and 2) to provide a better understanding of registration from the perspective of data fitting. Registration is closely related to data fitting in which it comprises three core interwoven components: model selection, correspondences and constraints, and optimization. Study of these components 1) provides a basis for comparison of the novelties of different techniques, 2) reveals the similarity of rigid and nonrigid registration in terms of problem representations, and 3) shows how overfitting arises in nonrigid registration and the reasons for increasing interest in intrinsic techniques. We further summarize some practical issues of registration which include initializations and evaluations, and discuss some of our own observations, insights and foreseeable research trends.

Item Type: Article
Date Type: Publication
Status: Published
Schools: Computer Science & Informatics
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Uncontrolled Keywords: Deformation modeling; digital geometry processing; surface registration; point clouds; meshes; 3D scanning
Additional Information: Pdf uploaded in accordance with the publisher’s policy at http://www.sherpa.ac.uk/romeo/issn/1077-2626/ (accessed 31/07/2014) © 2013 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Publisher: IEEE
ISSN: 1077-2626
Date of First Compliant Deposit: 30 March 2016
Last Modified: 18 Oct 2019 11:57
URI: http://orca-mwe.cf.ac.uk/id/eprint/47333

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