DocumentCode :
2771482
Title :
Active stereo vision based system for estimation of mobile robot orientation using affine moment invariants
Author :
Paulraj, M.P. ; Ahmad, R. Badlishah ; Hema, C.R. ; Hashim, Fadzilah ; Yusoff, Sofian
Author_Institution :
Sch. of Mechatron. Eng., Univ. Malaysia Perlis, Arau
fYear :
2008
fDate :
1-3 Dec. 2008
Firstpage :
1
Lastpage :
7
Abstract :
The computation of a mobile robot position and orientation is a common task in the area of computer vision and image processing. For a successful application, it is important that the position and orientation of a mobile robot must be determined properly. In this paper, a simple procedure for determining the orientation of a mobile robot using two cameras is presented. The two cameras are used to capture the images of a mobile robot at various orientations. Four simple neural network models are developed to associate the inputs and output (orientation). First and second neural network modes are used to estimate the orientation of a mobile robot using only the features derived from the first and second camera respectively. The third neural network model is used for estimating the orientation of a mobile robot using features derived from both the cameras. Finally, the fourth neural network model is used to estimate the orientation of a mobile robot using features derived from the combined image. Simulation results show that the proposed algorithm can be used to estimate the orientation of the mobile robot accurately.
Keywords :
computer vision; mobile robots; neural nets; stereo image processing; active stereo vision based system; affine moment invariants; computer vision; image processing; mobile robot; neural network models; orientation; position; Mobile robots; Stereo vision; affine moment invariants; mobile robot orientation; neural network;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronic Design, 2008. ICED 2008. International Conference on
Conference_Location :
Penang
Print_ISBN :
978-1-4244-2315-6
Electronic_ISBN :
978-1-4244-2315-6
Type :
conf
DOI :
10.1109/ICED.2008.4786721
Filename :
4786721
Link To Document :
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