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Smart Robot Arm Motion Using Computer Vision

机译:使用计算机视觉的智能机器人手臂运动

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In this study computer vision and robot arm are used together to design a smart robot arm system which can identify objects from images automatically and perform given tasks. A serving robot application, in which specific tableware can be identified and lifted from a table, is presented in this work. A new database was created by using images of objects used in serving a meal. This study consists of two phases: First phase includes recognition of the objects through computer vision algorithms and determining the specified objects' coordinates. Second phase is the realization of the robot arm's movement to the given coordinates. Artificial neural network is used for object recognition in this system. 98.30 % overall accuracy of recognition is achieved. Robot arm's joint angles were calculated by using coordinate dictionary for moving the arm to desired coordinates and the robot arm's movement was performed.
机译:在这项研究中,计算机视觉和机器人手臂共同用于设计一个智能机器人手臂系统,该系统可以从图像中自动识别对象并执行给定的任务。在这项工作中,将介绍一个服务机器人应用程序,在该应用程序中可以识别特定餐具并从桌子中取出。通过使用在用餐时使用的物体的图像创建了一个新的数据库。这项研究包括两个阶段:第一阶段包括通过计算机视觉算法识别对象并确定指定对象的坐标。第二阶段是实现机器人手臂到给定坐标的运动。人工神经网络用于该系统中的对象识别。总体识别精度达到98.30%。通过使用坐标字典将手臂移动到所需坐标来计算机器人手臂的关节角度,并执行机器人手臂的运动。

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