Title :
Freespace estimation in an autonomous wheelchair using a stereoscopic camera system
Author :
Nguyen, Thanh H. ; Vo, Kiet T.
Author_Institution :
Biomed. Eng. Dept., Ho Chi Minh Int. Univ., Vietnam
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
This paper is concerned with the estimation of the height and width of freespace based on a Bayesian Recursive (BR) algorithm for an autonomous wheelchair using a stereoscopic camera system for disabled people. A 2D distance map for the purpose of freespace estimation is converted from a 3D point map using geometric projection and computation. The comparison of this 2D map to a 2D map obtained from Laser is carried out. Moreover, freespaces in the 2D map are estimated using a BR algorithm based on uncertainty information and control data. Given the average probability, a possible movement decision is then made for the mobile wheelchair. Experimental results obtained in an indoor environment prove the effectiveness of this estimation algorithm.
Keywords :
Bayes methods; decision support systems; handicapped aids; height measurement; length measurement; medical robotics; mobile robots; recursive estimation; stereo image processing; wheelchairs; 2D distance map; 3D point map; Bayesian recursive algorithm; autonomous wheelchair; average probability; control data; disabled people; freespace estimation; freespace height estimation; freespace width estimation; geometric computation; geometric projection; indoor environment; mobile wheelchair; movement decision; stereoscopic camera system; uncertainty information; Bayesian methods; Cameras; Estimation; Lasers; Three dimensional displays; Uncertainty; Wheelchairs; Algorithms; Bayes Theorem; Computer Graphics; Disabled Persons; Humans; Image Processing, Computer-Assisted; Photography; Self-Help Devices; Vision Disparity; Wheelchairs;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626118