Reconstruction-Based Hand-Eye Calibration Using Arbitrary Objects
Xing, Shiyu1,2; Jing, Fengshui1,2; Tan, Min1,2
刊名IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
2023-05-01
卷号19期号:5页码:6545-6555
关键词Robot sensing systems Calibration Robots Point cloud compression Three-dimensional displays Service robots Robot motion 3-D reconstruction arbitrary objects computer vision and its industrial application hand-eye calibration iterative closest point (ICP) variant
ISSN号1551-3203
DOI10.1109/TII.2022.3203771
通讯作者Jing, Fengshui(fengshui.jing@ia.ac.cn)
英文摘要This article introduces a flexible hand-eye calibration technique for a 3-D sensor from a reconstruction perspective, with no need for a specialized and accurate calibration rig. Our intention is to find the hand-eye relation that simultaneously aligns multiview point clouds of a common scene into the robot base frame, namely simultaneous calibration and reconstruction. To achieve this goal, a novel variant of iterative closest point (ICP) algorithm based on the Gauss-Newton method and Lie algebra is proposed, which iteratively transforms multiview point clouds into the robot base frame, estimates point-to-point correspondences between point clouds then refines the hand-eye relation to minimize the Euclidean distance between corresponding points. In addition to the calibration result, it returns a preliminary reconstruction as a byproduct. Cases of degeneracy and applicable conditions are given and proved. Using arbitrary daily objects with no prior information and a real robotic eye-in-hand system, we verify our method feasible and effective.
资助项目National Natural Science Foundation of China[62173327] ; National Natural Science Foundation of China[U1813208] ; National Key research and development program of China[2019YFB1312703]
WOS关键词POSE ESTIMATION ; SENSOR ; REGISTRATION ; ORIENTATION
WOS研究方向Automation & Control Systems ; Computer Science ; Engineering
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000982913400027
资助机构National Natural Science Foundation of China ; National Key research and development program of China
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/53456]  
专题多模态人工智能系统全国重点实验室
通讯作者Jing, Fengshui
作者单位1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Xing, Shiyu,Jing, Fengshui,Tan, Min. Reconstruction-Based Hand-Eye Calibration Using Arbitrary Objects[J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,2023,19(5):6545-6555.
APA Xing, Shiyu,Jing, Fengshui,&Tan, Min.(2023).Reconstruction-Based Hand-Eye Calibration Using Arbitrary Objects.IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,19(5),6545-6555.
MLA Xing, Shiyu,et al."Reconstruction-Based Hand-Eye Calibration Using Arbitrary Objects".IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 19.5(2023):6545-6555.
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