Monocular Vision SLAM for Indoor Aerial Vehicles

被引:38
作者
Celik, Koray [1 ]
Chung, Soon-Jo [1 ]
Clausman, Matthew [1 ]
Somani, Arun K. [1 ]
机构
[1] Iowa State Univ, Ames, IA 50011 USA
来源
2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS | 2009年
基金
美国国家科学基金会;
关键词
D O I
10.1109/IROS.2009.5354050
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel indoor navigation and ranging strategy by using a monocular camera. The proposed algorithms are integrated with simultaneous localization and mapping (SLAM) with a focus on indoor aerial vehicle applications. We experimentally validate the proposed algorithms by using a fully self-contained micro aerial vehicle (MAV) with on-board image processing and SLAM capabilities. The range measurement strategy is inspired by the key adaptive mechanisms for depth perception and pattern recognition found in humans and intelligent animals. The navigation strategy assumes an unknown, GPS-denied environment, which is representable via corner-like feature points and straight architectural lines. Experimental results show that the system is only limited by the capabilities of the camera and the availability of good corners.
引用
收藏
页码:1566 / 1573
页数:8
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