Real-time pose tracking of 3D targets by photo-model-based stereo-vision

被引:3
|
作者
Tian, Hongzhi [1 ]
Kou, Yejun [1 ]
Li, Xiang [2 ]
Minami, Mamoru [1 ]
机构
[1] Okayama Univ, Grad Sch Nat Sci & Technol, Div Ind Innovat Sci, Kita Ku, 3-1-1 Tsushimanaka, Okayama 7008530, Japan
[2] Jilin Univ, Zhuhai Coll, Zhuhai 519041, Guangdong, Peoples R China
关键词
Photo-model-based recognition method; Pose estimation; Moving arbitrary-shaped target; Real-time Multi-step Genetic Algorithm (RM-GA); Stereo-vison; Dual-eye cameras; OBJECT; SYSTEM;
D O I
10.1299/jamdsm.2020jamdsm0057
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Nowadays, robots have been utilized to performa wide variety of tasks instead of humans, in which those equipped with hand-eye cameras have been proved to be useful in factories for handling metal parts. However, there have been difficulties for robots with vision sensors like cameras to detect a target objects' 3D pose accurately, especially in the case that the target object is unique and the shape is arbitrary, and further, the object is moving. Visual servoing to moving target may enable the robot to pursue an animal to catch it. Aiming at achieving identification ability of a unique object, this paper utilized our previous study concerning photo-model-based object recognition. Based on the study, this paper applies the photo-model-based pose estimation method to video-rate stereo-vision position and orientation (pose) tracking, and it has been applied to an arbitrary-shaped moving target. To confirm the abilities of the proposed stereo-vision-based method to pursue an arbitrary target, real-time 3D pose estimation experiment to track the relative pose between a moving target and hand-eye robot have been conducted. The real-time experimental results show the proposed system can recognize the designated arbitrary-shaped target and track its pose in real-time.
引用
收藏
页数:21
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