DocumentCode :
3078782
Title :
Bayesian recursive algorithm for width estimation of freespace for a power wheelchair using stereoscopic cameras
Author :
Nguyen, Thanh H. ; Nguyen, Jordan S. ; Nguyen, Hung T.
Author_Institution :
Faculty of Engineering, University of Technology, Sydney, Broadway, NSW 2007, Australia
fYear :
2008
fDate :
20-25 Aug. 2008
Firstpage :
4234
Lastpage :
4237
Abstract :
This paper is concerned with the estimation of freespace based on a Bayesian recursive (BR) algorithm for an autonomous wheelchair using stereoscopic cameras by severely disabled people. A stereo disparity map processed from both the left and right camera images is constructed to generate a 3D point map through a geometric projection algorithm. This is then converted to a 2D distance map for the purpose of freespace estimation. The width of freespace is estimated using a BR algorithm based on uncertainty information and control data. Given the probabilities of this width computed, a possible movement decision is then made for the mobile wheelchair. Experimental results obtained in an indoor environment show the effectiveness of this estimation algorithm.
Keywords :
Bayesian methods; Cameras; Image converters; Intelligent sensors; Mobile robots; Projection algorithms; Recursive estimation; Robot sensing systems; Robot vision systems; Wheelchairs; Algorithms; Avoidance Learning; Bayes Theorem; Computer Systems; Cybernetics; Disabled Persons; Equipment Design; Humans; Models, Statistical; Photography; Vision Disparity; Vision, Ocular; Wheelchairs;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
ISSN :
1557-170X
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2008.4650144
Filename :
4650144
Link To Document :
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