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A laser-vision based obstacle detection and distance estimation for smart wheelchair navigation

机译:基于激光视觉的智能轮椅导航障碍物检测和距离估计

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摘要

The aim of the research is to present an approach of obstacle distance estimation and navigation for smart wheelchair. The smart wheelchair is an electric wheelchair equipped with camera and line laser to navigate and avoid an obstacle. The camera was used to capture images from the environment to sense the pathway condition. The line laser was used in combination with camera to recognize an obstacle in the pathway based on the shape of line laser image in certain angle. A blob method detection was applied on the line laser image to recognize the pattern of the detected obstacles. The line laser projector and camera were mounted in fixed-certain position to make sure a fixed relation between blobs-gaps and obstacle-to-wheelchair distance. A simple linear regression from 16 obtained data was used to represent this relation as the estimated obstacle distance. As a result, the average error between the estimation and actual distance was 1.25 cm from 7 data testing experiments. The experiments result indicates that the proposed method is able to estimate well the distance between wheelchair and obstacle. Later, the smart wheelchair needs to decide further action whether it should turn left, right or just walk straight when facing certain obstacle to avoid it.
机译:研究的目的是提出一种智能轮椅的障碍物距离估计和导航方法。智能轮椅是一种配备有摄像头和激光线的电动轮椅,用于导航和避开障碍物。该相机用于从环境中捕获图像,以感测通道状况。线激光与相机结合使用,可以根据一定角度的线激光图像形状识别出路径中的障碍物。将斑点方法检测应用于线激光图像以识别检测到的障碍物的图案。直线激光投影仪和摄像机安装在固定的位置,以确保斑点间隙与障碍物到轮椅的距离之间具有固定关系。来自16个获得的数据的简单线性回归被用来表示这种关系为估计的障碍物距离。结果,根据7个数据测试实验,估计值与实际距离之间的平均误差为1.25 cm。实验结果表明,该方法能够很好地估计轮椅与障碍物之间的距离。随后,智能轮椅需要决定进一步的动作,是当它面对某些障碍物时应向左,向右转还是直走以避开它。

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