Satellite Pose Measurement Using an Improving SIFT Algorithm | |
Zhang, Renhao1,2; Zhou, Zuofeng1,3![]() | |
2024 | |
会议名称 | 4th International Conference on Computer Vision and Data Mining, ICCVDM 2023 |
会议录名称 | Fourth International Conference on Computer Vision and Data Mining, ICCVDM 2023 |
卷号 | 13063 |
会议日期 | 2023-10-20 |
会议地点 | Changchun, China |
出版者 | SPIE |
产权排序 | 1 |
摘要 | Due to the strong reflective properties of the spacecraft surface coatings, there are significant challenges in processing images from outer space. Furthermore, the volume of data for image feature processing and matching is immense, and existing algorithms are insufficient for aerospace system applications. Therefore, this paper proposes a three-dimensional pose measurement algorithm based on binocular vision. The binocular vision-based three-dimensional pose measurement system consists of four main components: camera calibration, camera rectification, stereo matching, and pose determination. Traditional image processing algorithms are employed for satellite image processing. Camera calibration is performed using M software, and the calibration results are further optimized. Due to real-time requirements, an improved SIFT algorithm is used to detect local features in the images, extract feature points, and perform feature point matching under epipolar constraints. Experimental results demonstrate that this algorithm can achieve accurate and fast three-dimensional pose measurement. © 2024 SPIE. |
关键词 | Binocular Vision Stereo Matching Pose Measurement |
作者部门 | 飞行器光学成像与测量技术研究室 |
DOI | 10.1117/12.3021301 |
收录类别 | EI |
ISBN号 | 9781510674448 |
语种 | 英语 |
ISSN号 | 0277786X;1996756X |
EI入藏号 | 20241115744309 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/97273 |
专题 | 飞行器光学成像与测量技术研究室 |
作者单位 | 1.Xi'an Institute of Optics and Precision Mechanics of UCAS, Chinese Academy of Sciences, Shaanxi, Xi'an; 710119, China; 2.University of Chinese Academy of Sciences, Beijing; 100049, China; 3.Xi’an Key Laboratory of Spacecraft Optical Imaging and Measurement Technology, Shaanxi, Xi'an; 710119, China |
推荐引用方式 GB/T 7714 | Zhang, Renhao,Zhou, Zuofeng. Satellite Pose Measurement Using an Improving SIFT Algorithm[C]:SPIE,2024. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Satellite Pose Measu(392KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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