Computer Integrated Manufacturing System ›› 2024, Vol. 30 ›› Issue (7): 2350-2363.DOI: 10.13196/j.cims.2021.0953

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Conveyor tracking method based on visual object tracking and real time guidance

LIU Ning1,2,ZHANG Zhiguo1,LI Deping2,ZHANG Jiahuan1,WANG Gao1+   

  1. 1.College of Information Science and Technology,Jinan University
    2.School of Intelligent Systems Science and Engineering,Jinan University
  • Online:2024-07-31 Published:2024-08-07
  • Supported by:
    Projects supported by the National Natural Science Foundation,China(No.62172188),and the Fundamental Research Funds for the Central Universities,China(No.21620108).

基于视觉跟踪实时引导的传送带跟随方法

柳宁1,2,张治国1,李德平2,张嘉欢1,王高1+   

  1. 1.暨南大学信息科学技术学院
    2.暨南大学智能科学与工程学院
  • 作者简介:
    柳宁(1963-),男,湖北襄阳人,教授,工学博士,博士生导师,暨南大学智能科学与工程学院院长,机器人智能技术研究院院长,研究方向:机器人环境感知、理解与智能控制方面理论研究与产业化应用,E-mail:tliuning@jnu.edu.cn;

    张治国(1997-),男,广东茂名人,硕士研究生,研究方向:机器人视觉;

    李德平(1987-),男,广东茂名人,讲师,博士,研究方向:物体三维位姿估计、机器人抓取、移动机器人;

    张嘉欢(1997-),男,广东茂名人,硕士研究生,研究方向:机器人视觉;

    +王高(1978-),男,河南郑州人,副研究员,工学博士,硕士生导师,研究方向:工业机器人智能控制、计算机视觉、嵌入式智能控制等,通讯作者,E-mail:twangg@jnu.edu.cn。
  • 基金资助:
    国家自然科学基金面上资助项目(62172188);中央高校基本科研业务费资助项目(21620108)。

Abstract: To build a robot tracking and quality inspection system on roller conveyor,a novel tracking approach based on visual object tracking and real-time guidance was proposed,that was tracking object's 6D pose with camera in real time and processing robot online.The objects were captured by the static camera in real time and a Multi-Object Tracking(MOT)algorithm was proposed to track the locations and rotations of these moving objects.The object's 6D pose and the trajectory of robot were solved in real time.The robot was processed with the real-time trajectory to keep the end-effector coincident with the work point.The experiments showed that the proposed approach could be used on roller conveyor.Compared to the tracking approach based on detection,the novel approach did not accumulate the estimation error of objects during tracking.

Key words: conveyor, robot, visual guidance, multi-object tracking

摘要: 针对滚筒输送线场景下的机器人随线质检问题,提出一种基于视觉跟踪实时引导的传送带跟随方法,即通过定位相机跟踪待测目标的运动,实时引导机器人调整动作跟随运动目标并检测。首先,通过顶部固定相机获取包含待测目标的实时视频,构建多目标跟踪(MOT)算法跟踪待测目标的位置与旋转角;然后,通过图像信息解算目标的6D位姿,进一步解算对应的机器人工作点坐标;最后,根据实时工作点坐标在线调整机器人动作,保持机器人末端与工作点重合,实现跟随检测。实验结果表明,所提方法可实现滚筒输送线场景下的机器人随线检测;相较于现有的基于目标检测的跟随方法,不存在跟随偏差累积问题。

关键词: 传送带, 机器人, 视觉引导, 多目标跟踪

CLC Number: