Binocular tracking: Integrating perception and control

被引:41
作者
Bernardino, A [1 ]
Santos-Victor, J [1 ]
机构
[1] Univ Tecn Lisboa, Inst Sistemas & Robot, Inst Super Tecn, Lisbon, Portugal
来源
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION | 1999年 / 15卷 / 06期
关键词
binocular tracking; log-polar image sensors; vision based control;
D O I
10.1109/70.817671
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an active binocular tracking system using log-polar images with contributions in both the perceptual and control aspects. The control part is based on the visual servoing framework, including kinematics and dynamics. We introduce a fixation constraint that simplifies the tracking problem by decoupling the visual kinematics and allowing to express system dynamics in image coordinates. Simple dynamic controllers are designed for each degree of freedom directly from image features. In the perceptual part, we use a spate variant sensor that emphasizes the center of the visual field (log-polar geometry). We present a new disparity estimation algorithm for log-polar images and provide a theoretical analysis to illustrate the advantages of using space variant images. The overall system is implemented in the Medusa binocular head without any specific processing hardware. The use of log-polar images allows real-time performance (50 Hz). Tracking experiments are presented to illustrate system performance with different control strategies and objects of different shapes and motions.
引用
收藏
页码:1080 / 1094
页数:15
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