Visual Navigation aid for the blind in dynamic environments

被引:36
|
作者
Leung, Tung-Sing [1 ]
Medioni, Gerard [1 ]
机构
[1] Univ So Calif, Dept Comp Sci, Los Angeles, CA 90089 USA
关键词
visually impaired; visual odometry; dynamic environment;
D O I
10.1109/CVPRW.2014.89
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:579 / 586
页数:8
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