Stair case perception using monoscopic vision for a teleoperated vehicle

Asim Qureshi, Raabid Hussain, Rasheeq Ali, Raafay Ijaz, Nasir Rasheed, J. Iqbal, M. Tiwana
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引用次数: 1

Abstract

This paper presents our approach to staircase detection and perception using monoscopic vision. The simulation of the proposed algorithm is conducted on a 4 degree of freedom teleoperated vehicle. The presented solution can detect a staircase and calculate its angle of inclination thus aiding the operator in setting up controls for the vehicle. The approach relies on multiple 5×5 masks to actively predict staircase from the front then by a combination of blob detecting algorithms predict the angle of inclination. One of the challenges was to make the algorithm efficient so that it can be implemented on low power embedded systems. Results of simulations on various acquired images have been discussed within the contents of the paper. The results have been validated by monitoring values over multiple & different staircases. MATLAB's image processing toolbox has been used to conduct simulations of the algorithm.
基于单视角的遥控车辆楼梯感知
本文提出了一种基于单视角的楼梯检测和感知方法。在一辆四自由度遥操作车辆上对所提算法进行了仿真。所提出的解决方案可以检测楼梯并计算其倾斜角,从而帮助操作员设置车辆的控制。该方法依靠多个5×5掩模从正面主动预测楼梯,然后通过组合斑点检测算法预测倾斜角度。其中一个挑战是使算法高效,使其能够在低功耗嵌入式系统上实现。在本文的内容中讨论了各种图像的模拟结果。结果已通过多个不同楼梯的监测值得到验证。利用MATLAB的图像处理工具箱对该算法进行了仿真。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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