Title :
An outdoor cognition system integrated on a regular smartphone device
Author :
Bogdan Mocanu;Ruxandra Tapu;Titus Zaharia
Author_Institution :
Telecommunication Department, Faculty of ETTI, University "Politehnica" of Bucharest, Romania
Abstract :
In this paper we introduce an assistive device dedicated to visual impaired / blind people completely integrated on a regular smartphone. The framework is designed to detect and localize static and dynamic obstacle during user navigation. We start by selecting a reduced and relevant set of FAST interest points based on a regular grid and Harris-Laplacian operator. Then, we construct a global image representation using VLAD (Vector of Locally Aggregated Descriptor) that is further whitened using PCA (Principal Component Analysis). At the end the image patch is fed to a SVM (Support Vector Machine) system that uses a statistical procedure to distinguish between different types of obstacles.
Keywords :
"Support vector machines","Navigation","Cameras","Assistive devices","Visualization","Bicycles"
Conference_Titel :
E-Health and Bioengineering Conference (EHB), 2015
Print_ISBN :
978-1-4673-7544-3
DOI :
10.1109/EHB.2015.7391375