Active Object Search with a Mobile Device for People with Visual Impairments

被引:2
|
作者
Lock, Jacobus C. [1 ]
Cielniak, Grzegorz [1 ]
Bellotto, Nicola [1 ]
机构
[1] Univ Lincoln, Lincoln Ctr Autonomous Syst L CAS, Lincoln, England
关键词
Active Vision; Object Search; Visual Impairment; Markov Decision Process; VISION;
D O I
10.5220/0007582304760485
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Modern smartphones can provide a multitude of services to assist people with visual impairments, and their cameras in particular can be useful for assisting with tasks, such as reading signs or searching for objects in unknown environments. Previous research has looked at ways to solve these problems by processing the camera's video feed, but very little work has been done in actively guiding the user towards specific points of interest, maximising the effectiveness of the underlying visual algorithms. In this paper, we propose a control algorithm based on a Markov Decision Process that uses a smartphone's camera to generate real-time instructions to guide a user towards a target object. The solution is part of a more general active vision application for people with visual impairments. An initial implementation of the system on a smartphone was experimentally evaluated with participants with healthy eyesight to determine the performance of the control algorithm. The results show the effectiveness of our solution and its potential application to help people with visual impairments find objects in unknown environments.
引用
收藏
页码:476 / 485
页数:10
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