Visual-model-based, real-time 3D pose tracking for autonomous navigation: methodology and experiments

被引:0
作者
Hans de Ruiter
Beno Benhabib
机构
[1] University of Toronto,Computer Integrated Manufacturing Laboratory, Department of Mechanical and Industrial Engineering
来源
Autonomous Robots | 2008年 / 25卷
关键词
Computer vision; Real-time object tracking; Pose tracking; Mobile-robot navigation;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a novel 3D-model-based computer-vision method for tracking the full six degree-of-freedom (dof) pose (position and orientation) of a rigid body, in real-time. The methodology has been targeted for autonomous navigation tasks, such as interception of or rendezvous with mobile targets. Tracking an object’s complete six-dof pose makes the proposed algorithm useful even when targets are not restricted to planar motion (e.g., flying or rough-terrain navigation). Tracking is achieved via a combination of textured model projection and optical flow. The main contribution of our work is the novel combination of optical flow with z-buffer depth information that is produced during model projection. This allows us to achieve six-dof tracking with a single camera.
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收藏
页码:267 / 286
页数:19
相关论文
共 58 条
[1]  
Chen J.(1996)Determining pose of 3D objects with curved surfaces IEEE Transactions on Pattern Analysis and Machine Intelligence 18 52-57
[2]  
Stockman G.(1996)Dynamic effects in visual closed-loop systems IEEE Transactions on Robotics and Automation 12 671-683
[3]  
Corke P.(1988)Dynamic monocular machine vision Machine Vision and Applications 1 223-240
[4]  
Good M.(2002)Real-time visual tracking of complex structures IEEE Transactions on Pattern Analysis and Machine Intelligence 24 932-946
[5]  
Dickmanns E.(1994)Visual grasping with long delay time of a free floating object in orbit Autonomous Robots 1 53-68
[6]  
Graefe V.(1998)The robotic interception of moving objects in industrial settings: strategy development and experiment IEEE/ASME Transactions on Mechatronics 3 225-239
[7]  
Drummond T.(1996)A tutorial on visual servo control IEEE Transactions on Robotics and Automation 12 651-670
[8]  
Cipolla R.(2000)Cooperative navigation of micro-rovers using color segmentation Autonomous Robots 9 7-16
[9]  
Fagerer C.(1998)Condensation—conditional density propagation for visual tracking International Journal of Computer Vision 29 5-28
[10]  
Dickmanns D.(2000)Fast and globally convergent pose estimation from video images IEEE Transactions on Pattern Analysis and Machine Intelligence 22 610-622