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A 3D reconstruction system for large scene based on RGB-D image

  • Hongren Wang
  • , Pengbo Wang
  • , Xiaodi Wang
  • , Tianchen Peng
  • , Baochang Zhang*
  • *此作品的通讯作者
  • Beihang University
  • Shanghai Jiao Tong University
  • State Key Lab Satellite Navigation System and Equipment Technology
  • Shenzhen Academy of Aerospace Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

As an important research topic in the field of computer vision, 3D modeling of complex scene has an extensive application prospect. RGB-D sensor has been widely used to obtain the depth information in recent years. However, the existing processing system is simply suitable for small-scale scene modeling. In order to develop a better algorithm for large-scale complex scene modeling, this paper builds a 3D scene reconstruction system based on RGB-D images, achieving a better performance in accuracy and real time. SIFT algorithm is first to extract key points to match the descriptors between consecutive frames. By converting into three-dimensional space through the intrinsic matrix, the effective pixel points in the images are then reintegrated to establish the spatial point clouds model which is finally optimized by RANSAC algorithm. The experiments are based on the public database and propose the solution of the problems in the system, which provides a platform for basic research work.

源语言英语
主期刊名Intelligence Science and Big Data Engineering - 8th International Conference, IScIDE 2018, Revised Selected Papers
编辑Kai Yu, Yuxin Peng, Xingpeng Jiang, Jiwen Lu
出版商Springer Verlag
518-527
页数10
ISBN(印刷版)9783030026974
DOI
出版状态已出版 - 2018
活动8th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2018 - Lanzhou, 中国
期限: 18 8月 201819 8月 2018

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
11266 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议8th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2018
国家/地区中国
Lanzhou
时期18/08/1819/08/18

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