Towards a unified visual framework in a binocular active robot vision system

被引:20
|
作者
Aragon-Camarasa, Gerardo [1 ]
Fattah, Haitham
Siebert, J. Paul [1 ]
机构
[1] Univ Glasgow, Dept Comp Sci, Comp Vis & Graph Grp, Glasgow G12 8QQ, Lanark, Scotland
关键词
Robot head; Gaze control; Active vision; Object recognition; RECOGNITION; ATTENTION; COLOR;
D O I
10.1016/j.robot.2009.08.005
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 the results of an investigation and pilot study into an active binocular vision system that combines binocular vergence, object recognition and attention control in a unified framework. The prototype developed is capable of identifying, targeting, verging on and recognising objects in a cluttered scene without the need for calibration or other knowledge of the camera geometry. This is achieved by implementing all image analysis in a symbolic space without creating explicit pixel-space maps. The system structure is based on the 'searchlight metaphor' of biological systems. We present results of an investigation that yield a maximum vergence error of similar to 6.5 pixels, while similar to 85% of known objects were recognised in five different cluttered scenes. Finally a 'stepping-stone' visual search strategy was demonstrated, taking a total of 40 saccades to find two known objects in the workspace, neither of which appeared simultaneously within the field of view resulting from any individual saccade. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:276 / 286
页数:11
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