Xi'an Institute of Optics and Precision Mechanics,CAS
An improved method for 3D reconstruction based on uniform point drift registration estimation | |
Zhang, Fan1; Wang, Xin1; Hu, Chao1; Qu, YouShan2![]() | |
2020 | |
会议名称 | 2019 International Conference on Optical Instruments and Technology: Advanced Laser Technology and Applications |
会议录名称 | 2019 International Conference on Optical Instruments and Technology: Advanced Laser Technology and Applications |
卷号 | 11437 |
会议日期 | 2019-10-26 |
会议地点 | Beijing, China |
出版者 | SPIE |
产权排序 | 2 |
摘要 | It is indispensable to obtain more information such as the 3D structure of the space target by detecting and identifying the target, when complete the on-orbit servicing and on-orbit control tasks. Both lidar and binocular stereo vision can provide three dimensional information of the environment. But it is very sensitive to the illuminance of environment and difficult to image registration at weak texture region, when we are using the binocular stereo vision in space. And lidar also has some defects such as the lidar data is sparse and the scanning frequency is low. So lidar and binocular stereo vision should be used together. The data of the lidar and binocular stereo vision are fused to make up for each others flaws. In this paper, uniform point drift registration method is used in the fusion of point cloud which is sampled by lidar and binocular stereo vision. In this method, the two groups of point cloud are considered as one which submit to mixed probability distribution and the other one which is sampled from the points submit to mixed probability distribution. The transformation estimation between the two groups of the point cloud is maximum likelihood estimation. The transformation is required to take overall smoothness. In other words, the point clouds should be uniformed. The uniform point drift method can solve the registration problem efficiently for 3D reconstruction. Usually the time can be compressed by 10%. © 2020 SPIE. |
关键词 | 3D Reconstruction Uniform Point Drift Lidar Binocular Stereo Vision |
作者部门 | 条纹相机工程中心 |
DOI | 10.1117/12.2543198 |
收录类别 | EI ; CPCI |
ISBN号 | 9781510636521 |
语种 | 英语 |
ISSN号 | 0277786X;1996756X |
WOS记录号 | WOS:000558087200010 |
EI入藏号 | 20201508383657 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/93370 |
专题 | 条纹相机工程中心 |
作者单位 | 1.China Academy of Launch Vehicle Technology, Beijing, China; 2.Xi'an Institute of Optics and Precision Mechanics, Xi'an, China |
推荐引用方式 GB/T 7714 | Zhang, Fan,Wang, Xin,Hu, Chao,et al. An improved method for 3D reconstruction based on uniform point drift registration estimation[C]:SPIE,2020. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
An improved method f(2442KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 请求全文 |
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