Research on point cloud registration optimization algorithm of artificial snow field based on symmetric point plane structure

Wenxin Wang*, Changming Zhao, Haiyang Zhang

*Corresponding author for this work

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

Abstract

Due to the high reflectivity of ski resort, the high hardness of artificial snow, the interference of light change, environmental noise and stony trees on the ground, and the problems of low registration efficiency and poor accuracy of the existing ICP algorithm, in this paper, a point cloud registration algorithm for artificial snow field based on symmetric point plane structure is proposed. Compared with the traditional point-to-point and point-to-face methods, we propose a symmetric point-to-plane structure, which can reduce the computational complexity and improve the computational efficiency and convergence speed. Based on the above theory, two groups of point cloud data of different ski resorts are selected for experiments. The experimental results show that the proposed method can be used to process the point cloud data of complex ski resorts in different environments and locations, in terms of registration speed and accuracy, good performance has been achieved.

Original languageEnglish
Title of host publicationNinth Symposium on Novel Photoelectronic Detection Technology and Applications
EditorsJunhao Chu, Wenqing Liu, Hongxing Xu
PublisherSPIE
ISBN (Electronic)9781510664432
DOIs
Publication statusPublished - 2023
Event9th Symposium on Novel Photoelectronic Detection Technology and Applications - Hefei, China
Duration: 21 Apr 202323 Apr 2023

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12617
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference9th Symposium on Novel Photoelectronic Detection Technology and Applications
Country/TerritoryChina
CityHefei
Period21/04/2323/04/23

Keywords

  • SIFT algorithm
  • point cloud registration
  • ski-resort point cloud
  • symmetric point plane structure

Fingerprint

Dive into the research topics of 'Research on point cloud registration optimization algorithm of artificial snow field based on symmetric point plane structure'. Together they form a unique fingerprint.

Cite this