Robust ICP registration using biunique correspondence

Lei Zhang, Sung In Choi, Soon Yong Park

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

38 Scopus citations

Abstract

In this paper, a novel variant of the ICP algorithm is proposed for registration of partially overlapping range images. Biunique correspondence is introduced to enhance the performance of ICP by searching multiple closest points. A new kind of outlier is defined, called No-Correspondence (NC) Outlier, which is the point that is not assigned to a biunique correspondence. In order to maintain efficiency, a coarse-to-fine approach is adopted. Experiments show that the proposed algorithm can find the correct rigid transformation with the existence of large non-overlapping area and poor initial alignment. The proposed algorithm is also applied to SLAM with the use of odometry information.

Original languageEnglish
Title of host publicationProceedings - 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011
Pages80-85
Number of pages6
DOIs
StatePublished - 2011
Event2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011 - Hangzhou, China
Duration: 16 May 201119 May 2011

Publication series

NameProceedings - 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011

Conference

Conference2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011
Country/TerritoryChina
CityHangzhou
Period16/05/1119/05/11

Keywords

  • 6DOF SLAM
  • Biunique correspondence
  • ICP registration
  • Multiple closest points

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