Title :
Application of Edge Detection Algorithm Based on Morphology in Robot Vision System
Author :
Fan, Yanfeng ; Cui, Gang ; Lei, Fei
Author_Institution :
Coll. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
Abstract :
To a mobile robot vision system, it is of vital importance to separate objects from the background. This needs us firstly to extract edges from the images collected by the mobile robot. It is known that traditional edge detection algorithms are sensitive to noise and insufficient for complex edge feature. For the corridor image of a building, its signal-to-noise ratio is low and the edge complex. If we use traditional edge detection algorithms to dispose it directly, the result is not expected. In order to solve these problems, a novel multi-scale multi-structure element edge detection algorithm based on mathematical morphology is proposed. Experiments with corridor images of a teaching building prove that the proposed algorithm can preserve the detailed edge information in the original image while smoothing it simultaneously. Hence, the proposed algorithm can meet the needs of robot vision system.
Keywords :
edge detection; mathematical morphology; mobile robots; robot vision; mathematical morphology; mobile robot vision system; multiscale multistructure element edge detection algorithm; smoothing; Charge coupled devices; Charge-coupled image sensors; Image edge detection; Image processing; Intelligent robots; Machine vision; Mobile robots; Morphology; Navigation; Robot vision systems; edge detection; image processing; mathematical morphology; robot vision;
Conference_Titel :
Intelligent Human-Machine Systems and Cybernetics, 2009. IHMSC '09. International Conference on
Conference_Location :
Hangzhou, Zhejiang
Print_ISBN :
978-0-7695-3752-8
DOI :
10.1109/IHMSC.2009.84