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An Omnidirectional Vision-Based Moving Obstacle Detection in Mobile Robot

机译:移动机器人中基于全向视觉的运动障碍物检测

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摘要

This paper presents a new moving obstacle detection method using an optical flow in mobile robot with an omnidirectional camera. Because an omnidirectional camera consists of a nonlinear mirror and CCD camera, the optical flow pattern in omnidirectional image is different from the pattern in perspective camera. The geometry characteristic of an omnidirectional camera has influence on the optical flow in omnidirectional image. When a mobile robot with an omnidirectional camera moves, the optical flow is not only theoretically calculated in omnidirectional image, but also investigated in omnidirectional and panoramic images. In this paper, the panoramic image is generalized from an omnidirectional image using the geometry of an omnidirectional camera. In particular, Focus of expansion (FOE) and focus of contraction (FOC) vectors are defined from the estimated optical flow in omnidirectional and panoramic images. FOE and FOC vectors are used as reference vectors for the relative evaluation of optical flow. The moving obstacle is turned out through the relative evaluation of optical flows. The proposed algorithm is tested in four motions of a mobile robot including straight forward, left turn, right turn and rotation. The effectiveness of the proposed method is shown by the experimental results.
机译:本文提出了一种在具有全向摄像机的移动机器人中使用光流的新型移动障碍物检测方法。由于全向摄像机由非线性反射镜和CCD摄像机组成,因此全向图像中的光流模式与透视摄像机中的模式不同。全向摄像机的几何特性会影响全向图像中的光流。当具有全向摄像机的移动机器人移动时,不仅在理论上以全向图像计算光流,而且还以全向和全景图像进行研究。在本文中,全景图像是使用全向相机的几何结构从全向图像中进行概括的。特别是,从全向和全景图像中的估计光流定义了扩展焦点(FOE)和收缩焦点(FOC)向量。 FOE和FOC向量用作参考向量,用于光流的相对评估。通过对光流的相对评估可以发现移动障碍物。该算法在移动机器人的四个动作中进行了测试,包括直进,左转,右转和旋转。实验结果表明了该方法的有效性。

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