Omnidirectional vision on UAV for attitude computation

被引:29
作者
Demonceaux, Cedric [1 ]
Vasseur, Pascal [1 ]
Pegard, Claude [1 ]
机构
[1] Univ Picardie Jules Verne, CREA, EA 3299,7 Rue Moulin Neuf, F-80000 Amiens, France
来源
2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-10 | 2006年
关键词
D O I
10.1109/ROBOT.2006.1642132
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Unmanned Aerial Vehicles (UAVs) are the subject of an increasing interest in many applications. Autonomy is one of the major advantages of these vehicles. It is then necessary to develop particular sensors in order to provide efficient navigation functions. In this paper, we propose a method for attitude computation catadioptric images. We first demonstrate the advantages of the catadioptric vision sensor for this application. In fact, the geometric properties of the sensor permit to compute easily the roll and pitch angles. The method consists in separating the sky from the earth in order to detect the horizon. We propose an adaptation of the Markov Random Fields for catadioptric images for this segmentation. The second step consists in estimating the parameters of the horizon line thanks to a robust estimation algorithm. We also present the angle estimation algorithm and finally, we show experimental results on synthetic and real images captured from an airplane.
引用
收藏
页码:2842 / +
页数:2
相关论文
共 15 条
[1]   A theory of catadioptric image formation [J].
Baker, S ;
Nayar, SK .
SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, :35-42
[2]  
Barreto JP, 2001, PROC CVPR IEEE, P422
[3]  
BENOSMAN R, 2001, PANORAMIC VISION SEN
[4]  
BESAG J, 1974, J ROY STAT SOC B MET, V36, P192
[5]   THE THEORY AND PRACTICE OF BAYESIAN IMAGE LABELING [J].
CHOU, PB ;
BROWN, CM .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1990, 4 (03) :185-210
[6]   Image processing in catadioptric planes:: Spatiotemporal derivatives and optical flow computation [J].
Daniilidis, K ;
Makadia, A ;
Bülow, T .
THIRD WORKSHOP ON OMNIDIRECTIONAL VISION, PROCEEDINGS, 2002, :3-10
[7]  
DEMONCEAUX C, IN PRESS TRAITEMENT
[8]   Vision-guided flight stability and control for micro air vehicles [J].
Ettinger, SM ;
Nechyba, MC ;
Ifju, PG ;
Waszak, M .
ADVANCED ROBOTICS, 2003, 17 (07) :617-640
[9]   Catadioptric projective geometry [J].
Geyer, C ;
Daniilidis, K .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2001, 45 (03) :223-243
[10]  
Hrabar S, 2003, IEEE INT CONF ROBOT, P558