DocumentCode :
2652576
Title :
Classification and characterization of places for mapping of environment using hierarchical neural network and omnivision
Author :
Silva, Luciana L. ; Tronco, Mário L. ; Vian, Henrique A. ; Souza, Rogéria C G ; Porto, Arthur J V
Author_Institution :
Dept. of Comput. & Statistic Sci., Sao Paulo State Univ., Colombo
fYear :
2008
fDate :
25-28 June 2008
Firstpage :
487
Lastpage :
490
Abstract :
Mobile robots need autonomy to fulfill their tasks. Such autonomy is related with their capacity to explorer and to recognize their navigation environments. In this context, the present work considers techniques for the classification and extraction of features from images, using artificial neural networks. This images are used in the mapping and localization system of LACE (automation and evolutive computing laboratory) mobile robot. In this direction, the robot uses a sensorial system composed by ultrasound sensors and a catadioptric vision system equipped with a camera and a conical mirror. The mapping system is composed of three modules; two of them will be presented in this paper: the classifier and the characterizer modules. Results of these modules simulations are presented in this paper.
Keywords :
SLAM (robots); feature extraction; image classification; image sensors; mobile robots; neural nets; path planning; robot vision; LACE mobile robot; artificial neural networks; catadioptric vision system; conical mirror; feature extraction; hierarchical neural network; image classification; mapping system; navigation environments; omnivision; sensorial system; ultrasound sensors; Artificial neural networks; Feature extraction; Laboratories; Mobile robots; Navigation; Neural networks; Robot sensing systems; Robot vision systems; Robotics and automation; Ultrasonic imaging; affine invariant pattern; attributes vector; hierarchical artificial neural network (RNAH); mapping system; omnivision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Signals and Image Processing, 2008. IWSSIP 2008. 15th International Conference on
Conference_Location :
Bratislava
Print_ISBN :
978-80-227-2856-0
Electronic_ISBN :
978-80-227-2880-5
Type :
conf
DOI :
10.1109/IWSSIP.2008.4604472
Filename :
4604472
Link To Document :
بازگشت