中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A Geometry-Based Point Cloud Reduction Method for Mobile Augmented Reality System

文献类型:期刊论文

作者Wang HR(王浩人)1,2; Lei J(雷娟)1,2; Li A(李傲)1,2; Wu YH(吴毅红)1,2
刊名Journal of Computer and Technology
出版日期2018
卷号33期号:6页码:1164-1177
关键词Moblie Platform Augmented Reality Point Cloud Reduction Structure From Motion
ISSN号1000-9000
文献子类期刊论文
英文摘要

In this paper, a geometry-based point cloud reduction method is proposed, and a real-time mobile augmented reality system is explored for applications in urban environments. We formulate a new objective function which combines the point reconstruction errors and constraints on spatial point distribution. Based on this formulation, a mixed integer programming scheme is utilized to solve the points reduction problem. The mobile augmented reality system explored in this paper is composed of offline and online stage. At the offline stage, we build up localization database using structure from motion and compress the point cloud by the proposed point cloud reduction method. While at the online stage, we compute the camera pose in real time by combining an image based localization algorithm and a continuous pose tracking algorithm. Experimental results on benchmark and real data show that, compared with the existing methods, this geometry-based point cloud reduction method selects a point cloud subset which helps the image-based localization method to achieve higher success rate. Also, the experiments conducted on a mobile platform show that the reduced point cloud not only reduces the time consuming for the initialization and re-initialization, but also makes the memory footprint small, resulting a scalable and real-time mobile augmented reality system.

语种英语
源URL[http://ir.ia.ac.cn/handle/173211/23612]  
专题自动化研究所_模式识别国家重点实验室_机器人视觉团队
通讯作者Wu YH(吴毅红)
作者单位1.中国科学院自动化研究所
2.中国科学院大学
推荐引用方式
GB/T 7714
Wang HR,Lei J,Li A,et al. A Geometry-Based Point Cloud Reduction Method for Mobile Augmented Reality System[J]. Journal of Computer and Technology,2018,33(6):1164-1177.
APA Wang HR,Lei J,Li A,&Wu YH.(2018).A Geometry-Based Point Cloud Reduction Method for Mobile Augmented Reality System.Journal of Computer and Technology,33(6),1164-1177.
MLA Wang HR,et al."A Geometry-Based Point Cloud Reduction Method for Mobile Augmented Reality System".Journal of Computer and Technology 33.6(2018):1164-1177.

入库方式: OAI收割

来源:自动化研究所

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