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Visual servoing of mobile robots using non-central catadioptric cameras

机译:使用非中央折反射相机的移动机器人的视觉伺服

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摘要

This paper presents novel contributions on image-based control of a mobile robot using a general catadioptric camera model. A catadioptric camera is usually made up by a combination of a conventional camera and a curved mirror resulting in an omnidirectional sensor capable of providing 360° panoramic views of a scene. Modeling such cameras has been the subject of significant research interest in the computer vision community leading to a deeper understanding of the image properties and also to different models for different types of configurations. Visual servoing applications using catadioptric cameras have essentially been using central cameras and the corresponding unified projection model. So far only in a few cases more general models have been used. In this paper we address the problem of visual servoing using the so-called radial model. The radial model can be applied to many camera configurations and in particular to non-central catadioptric systems with mirrors that are symmetric around an axis coinciding with the optical axis. In this case, we show that the radial model can be used with a non-central catadioptric camera to allow effective image-based visual servoing (IBVS) of a mobile robot. Using this model, which is valid for a large set of catadioptric cameras (central or non-central), new visual features are proposed to control the degrees of freedom of a mobile robot moving on a plane. In addition to several simulation results, a set of experiments was carried out on Robot Operating System (ROS)-based platform which validates the applicability, effectiveness and robustness of the proposed method for image-based control of a non-holonomic robot.
机译:本文提出了使用通用折反射相机模型的基于图像的移动机器人控制的新贡献。折反射照相机通常由常规照相机和曲面镜的组合组成,从而形成能够提供360°全景场景的全向传感器。对此类相机进行建模已成为计算机视觉界的重大研究兴趣,这导致人们对图像属性以及针对不同类型配置的不同模型有了更深入的了解。使用折反射照相机的视觉伺服应用实质上已经使用中央照相机和相应的统一投影模型。到目前为止,仅在少数情况下使用了更通用的模型。在本文中,我们使用所谓的径向模型解决视觉伺服的问题。径向模型可以应用于许多相机配置,尤其是应用于具有围绕与光轴重合的轴对称的反射镜的非中央折反射系统。在这种情况下,我们表明径向模型可以与非中央折反射相机一起使用,以实现移动机器人的有效基于图像的视觉伺服(IBVS)。使用适用于大量折反射照相机(中央或非中央)的该模型,提出了新的视觉特征来控制在平面上移动的移动机器人的自由度。除了几个模拟结果外,还在基于机器人操作系统(ROS)的平台上进行了一组实验,验证了所提出的非完整机器人基于图像的控制方法的适用性,有效性和鲁棒性。

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