DocumentCode :
254711
Title :
Visual Navigation Aid for the Blind in Dynamic Environments
Author :
Tung-Sing Leung ; Medioni, Gerard
Author_Institution :
Comput. Sci. Dept., Univ. of Southern California, Los Angeles, CA, USA
fYear :
2014
fDate :
23-28 June 2014
Firstpage :
579
Lastpage :
586
Abstract :
We describe a robust method to estimate egomotion in highly dynamic environments. Our application is a head mounted stereo system designed to help the visually impaired navigate. Instead of computing egomotion from 3D point correspondences in consecutive frames, we propose to find the ground plane, then decompose the 6DoF egomotion into the motion of the ground plane, and a planar motion on the ground plane. The ground plane is estimated at each frame by analysis of the disparity array. Next, we estimate the normal to the ground plane. This is done either from the visual data, or from the IMU reading. We evaluate the results on both synthetic and real scenes, and compare the results of the direct, 6 DoF estimate with our plane-based approach, with and without the IMU. We conclude that the egomotion estimation using this new approach produces significantly better results, both in simulation and on real data sets.
Keywords :
handicapped aids; motion estimation; stereo image processing; 3D point correspondence; egomotion estimation; ground plane; head mounted stereo system; planar motion; visual navigation aid; visually impaired; Cameras; Estimation; Roads; Standards; Three-dimensional displays; Vectors; Visualization; dynamic environment; visual odometry; visually impaired;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition Workshops (CVPRW), 2014 IEEE Conference on
Conference_Location :
Columbus, OH
Type :
conf
DOI :
10.1109/CVPRW.2014.89
Filename :
6910038
Link To Document :
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