DocumentCode :
598806
Title :
Smartphone based guidance system for visually impaired person
Author :
Asad, Mohsen ; Ikram, Waqas
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Sheffield, Sheffield, UK
fYear :
2012
fDate :
15-18 Oct. 2012
Firstpage :
442
Lastpage :
447
Abstract :
In order to facilitate the visually impaired person in navigation, we have developed a prototype guidance system. The main assumption of this guidance system is that there are many straight paths in different real world scenarios. These straight paths have parallel edges, which when captured as an image seem to converge to a single point called the vanishing point. Proper feature extraction and mathematical modelling of the captured frame leads to the detection of these parallel edges. The vanishing point is then calculated and a decision system is formed which notifies the blind person about his/her deviation from a straight path. The scope of this system is limited to a straight path and has been tested in different lighting conditions and with different level of occlusion. A laptop mounted on a 2D robotic platform is used to develop and verify the robustness of the algorithm. Finally, a smartphone based real-time application has been implemented for this visual guidance system, in which the decision system returns an audio output to guide the visually impaired person. This application has an average execution rate of 20 frames per second, with each frame being of 320 by 240 pixel size. The system has an accuracy of 84.1% in a scenario with pedestrians and other objects, while without pedestrians it produces an accuracy of over 90%.
Keywords :
computer graphics; edge detection; feature extraction; handicapped aids; navigation; pedestrians; robot vision; smart phones; vision defects; 2D robotic platform; audio output; blind person; captured frame; decision system; feature extraction; lighting condition; mathematical modelling; navigation; occlusion; parallel edge detection; pedestrian; pixel size; prototype guidance system; real world scenario; robustness; smartphone based guidance system; straight path; vanishing point; visually impaired person; Accuracy; Computer vision; Feature extraction; Image edge detection; Mathematical model; Smart phones; Transforms; Guidance System; Hough Transform; Navigation; Real-time System; Vanishing Point; Visually Impaired;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing Theory, Tools and Applications (IPTA), 2012 3rd International Conference on
Conference_Location :
Istanbul
ISSN :
2154-5111
Print_ISBN :
978-1-4673-2585-1
Type :
conf
DOI :
10.1109/IPTA.2012.6469553
Filename :
6469553
Link To Document :
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