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Multiple camera model-based 3-D visual servo

机译:基于多相机模型的3D视觉伺服

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摘要

A multiple camera, visual servo system is presented that tracks and aligns rigid objects in 3D using wire-frame models. The system is capable of achieving frame-rate (30 Hz between two cameras) object tracking while using nonlinear iterative pose estimation. Tracking begins with a rough estimate of the positions of the objects. The relative rotation and translation of the cameras (external calibration) is calculated from the images. Six degree-of-freedom object pose estimates are computationally fused to provide tracking that is both stable and robust to occlusion. The tracking data is used to move (servo) the objects together while performing online robot Jacobian estimation. The robot is controlled in real time by joint angles with no prior knowledge of its kinematics.
机译:提出了一种多摄像机视觉伺服系统,该系统使用线框模型以3D形式跟踪和对齐刚性对象。该系统能够在使用非线性迭代姿态估计的同时实现帧速率(两个摄像机之间为30 Hz)的对象跟踪。跟踪从粗略估计对象的位置开始。从图像中计算出摄像机的相对旋转和平移(外部校准)。通过计算融合六个自由度的对象姿态估计值,以提供对遮挡稳定且鲁棒的跟踪。跟踪数据用于在执行在线机器人雅可比估计时将对象一起移动(伺服)。无需任何运动学知识即可通过关节角度实时控制机器人。

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