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Fast Circular Object Localization and Pose Estimation for Robotic Bin Picking

机译:机器人垃圾箱拾取的快速圆形对象定位和姿势估计

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Detecting and localizing objects in three-dimensional space is essential for robotic manipulation. One practical task is known as "bin-picking", where a robot manipulator picks objects from a bin of parts without any assistance of an operator. For such a task, vision-based object detection and location can be a cost-effective solution. In this paper, we propose a fast and robust approach for picking flanges in a crowd condition. We present a continuous edge detector improved from Canny and a fast ellipse detector based on randomized hough transformation to obtain the outer contours of flange. And then we have implement several picking experiments to verify our proposed approach is fast and robust in practical environment.
机译:在三维空间中检测和定位对象对于机器人操纵至关重要。一种实际的任务被称为“垃圾箱拣选”,其中,机械手在没有操作员任何帮助的情况下从零件箱中捡拾物体。对于此类任务,基于视觉的对象检测和定位可以是一种经济高效的解决方案。在本文中,我们提出了一种在人群条件下拾取法兰的快速而可靠的方法。我们提出了一个从Canny改进的连续边缘检测器,以及一个基于随机霍夫变换获得法兰外轮廓的快速椭圆检测器。然后,我们已经进行了几次采摘实验,以验证我们提出的方法在实际环境中是快速且可靠的。

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