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Gradient Depth Map Based Ground Plane Detection for Mobile Robot Applications

机译:移动机器人应用中基于梯度深度图的地平面检测

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In the field of navigation and guidance for mobile robots utilizing stereo visual imagery, the main problem to be solved is to detect the ground plane in acquired images by a stereo camera system mounted on the mobile device. This paper focuses on effective detection of ground based on graphical analysis of the gradient depth map evaluated on the input depth map within a given window. The detected ground planes is further divided into blocks and then classified into ground or non-ground regions for elimination of false detected ground planes followed by smoothing in refinement process. This proposed approach also has been shown to be effective in detection of obstacles appearing in the ground plane too while the mobile device is moving. In addition, the algorithm is simple, reliable, feasible, and may be efficiently exploited for implementation in an embedded hardware with limited resources for real-time applications.
机译:在利用立体视觉图像的移动机器人的导航和制导领域中,要解决的主要问题是通过安装在移动设备上的立体相机系统检测获取的图像中的地平面。本文基于对给定窗口内输入深度图上评估的梯度深度图的图形分析,着重于地面的有效检测。将检测到的接地平面进一步划分为多个块,然后划分为接地或非接地区域,以消除错误的检测到的接地平面,然后在精炼过程中进行平滑处理。在移动设备移动的同时,该提议的方法也已被证明在检测接地平面中出现的障碍物方面也是有效的。另外,该算法简单,可靠,可行,并且可以有效地用于在资源有限的嵌入式硬件中用于实时应用。

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