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![]() ![]() |
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
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。