Title :
Aerial Obstacle Detection With 3-D Mobile Devices
Author :
Saez, Juan Manuel ; Escolano, Francisco ; Lozano, Miguel Angel
Author_Institution :
Dept. of Comput. Sci. & Artificial Intell., Univ. of Alicante, Alicante, Spain
Abstract :
In this paper, we present a novel approach for aerial obstacle detection (e.g., branches or awnings) using a 3-D smartphone in the context of the visually impaired (VI) people assistance. This kind of obstacles are especially challenging because they cannot be detected by the walking stick or the guide dog. The algorithm captures the 3-D data of the scene through stereo vision. To our knowledge, this is the first work that presents a technology able to obtain real 3-D measures with smartphones in real time. The orientation sensors of the device (magnetometer and accelerometer) are used to approximate the walking direction of the user, in order to look for the obstacles only in such a direction. The obtained 3-D data are compressed and then linearized for detecting the potential obstacles. Potential obstacles are tracked in order to accumulate enough evidence to alert the user only when a real obstacle is found. In the experimental section, we show the results of the algorithm in several situations using real data and helped by VI users.
Keywords :
accelerometers; alarm systems; biomedical optical imaging; collision avoidance; data acquisition; data compression; gait analysis; handicapped aids; magnetometers; medical disorders; medical image processing; object tracking; smart phones; stereo image processing; vision defects; wearable computers; 3D data capture algorithm; 3D data compression; 3D data linearization; 3D mobile device; 3D smartphone; VI people assistance; accelerometer; aerial obstacle detection; awning detection; branch detection; device orientation sensor; guide dog; magnetometer; potential obstacle detection; potential obstacle tracking; real time 3D measure; stereo vision; user alert; user walking direction approximation; visually impaired people assistance; walking stick; Cameras; Histograms; Image reconstruction; Informatics; Legged locomotion; Sensors; Three-dimensional displays; Computer vision; mobile vision; visually impaired (VI);
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
DOI :
10.1109/JBHI.2014.2322392