Indoor assistance for visually impaired people using a RGB-D camera

被引:0
|
作者
Vlaminck, Michiel [1 ]
Hiep Quang Luong [1 ]
Hoang Van Nam [2 ]
Hai Vu [2 ]
Veelaert, Peter [1 ]
Philips, Wilfried [1 ]
机构
[1] Univ Ghent, IPI, iMinds, B-9000 Ghent, Belgium
[2] HUST, Int Res Inst MICA, Hanoi, Vietnam
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a navigational aid for visually impaired people is presented. The system uses a RGB-D camera to perceive the environment and implements self-localization, obstacle detection and obstacle classification. The novelty of this work is threefold. First, self-localization is performed by means of a novel camera tracking approach that uses both depth and color information. Second, to provide the user with semantic information, obstacles are classified as walls, doors, steps and a residual class that covers isolated objects and bumpy parts on the floor. Third, in order to guarantee real time performance, the system is accelerated by offloading parallel operations to the GPU. Experiments demonstrate that the whole system is running at 9 Hz.
引用
收藏
页码:161 / 164
页数:4
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