Simultaneous localization and map-building using active vision

被引:319
作者
Davison, AJ [1 ]
Murray, DW [1 ]
机构
[1] Univ Oxford, Dept Engn Sci, Robot Res Grp, Oxford OX1 3PJ, England
关键词
active vision; simultaneous localization and map-building; mobile robots;
D O I
10.1109/TPAMI.2002.1017615
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An active approach to sensing can provide the focused measurement capability over a wide field of view which allows correctly formulated Simultaneous Localization and Map-Building (SLAM) to be implemented with vision, permitting repeatable long-term localization using only naturally occurring, automatically-detected features. In this paper, we present the first example of a general system for autonomous localization using active vision, enabled here by a high-performance stereo head, addressing such issues as uncertainty-based measurement selection, automatic map-maintenance, and goal-directed steering. We present varied real-time experiments in a complex environment.
引用
收藏
页码:865 / 880
页数:16
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