视障人士在受限空间中导航的传感器融合

C. S. Silva, P. Wimalaratne
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引用次数: 12

摘要

本文提出了一种多传感器融合的盲人和视障人士电子导航辅助装置。该方法提出通过超声波传感器和视觉传感器对周围信息感官进行智能融合。原型的智能组件在目标检测和识别等方面提供服务。采用扩展卡尔曼滤波对同质传感器数据进行融合,采用基于规则的融合对异质传感器数据进行融合。反馈通过触觉和音频反馈提供。在图像处理中采用霍夫线检测方法识别楼梯等盲航障碍。由于相机中的身体运动而发生的旋转,使用连接到相机的惯性测量单元获得的数据融合来纠正。评价结果表明,采用多均匀传感器融合可以提高对特定障碍物的检测,视觉和超声传感器融合可以提高对障碍物的目标检测识别。本文介绍了研究的现状和未来的发展方向。
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Sensor fusion for visually impaired navigation in constrained spaces
This work presents a multi-sensor fusion approach for an electronic navigation aid for the blind and visually impaired persons. This approach proposes to intelligently fuse the surrounding information senses via ultrasonic sensors and vision sensors. The intelligent component of the prototype serves in several facets including object detection and recognition. Extended Kalman filter is used to fuse the data emerging from homogeneous sensors and rule-based fusion is used to fuse the data from heterogeneous sensors. Feedback is provided via tactile and audio feedback. Critical obstacles of blind navigation like staircases are recognized by the Hough line detection in image processing. Rotations, which occur due to the body movements in the camera, correct using the fusion of data obtain by the inertial measurement unit which is connected to the camera. The results of the evaluations proved that the use of fusion of multiple homogeneous sensors improve the detection of a particular obstacle and fusion of vision and ultrasonic sensors improve the object detection identification of the obstacles. The current status of the work and the future developments are presented in this paper.
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