设计和开发一个自动系统,用于创建图像数据集,以允许服务机器人识别和抓取对象

J. A. Fabro, M. Vaz, A. Oliveira
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引用次数: 0

摘要

-这项工作提出了一个可操作原型的设计和构建,该原型允许创建数据集,使服务机器人能够识别和掌握家庭物品。原型机是由几个可移动和可拆卸的部件设计和制造的。与文献中描述的类似系统不同,这种结构可以拆卸和运输。由于缺乏特定的数据集设计来允许服务机器人的检测,识别和抓取任务,因此决定建立一个在竞争环境中收集数据的结构,例如RoboCup@Home。准备好原型后,进行了第一次图像捕获测试,为单个对象获得了251张图像。经过必要的调整后,原型有望在没有人为干扰的情况下,从各个角度为每个感兴趣的对象自动生成3600张图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and Development of an Automated System for creation of Image Datasets intended to Allow Object Identification and Grasping by Service Robots
—This work presents the design and construction of an operational prototype that allows the creation of datasets that allows service robots to identify and grasp household objects. The prototype was designed and built with several movable and removable parts. Unlike similar systems described in the literature, this structure can be disassembled and transported. Due to the lack of specific datasets designed to allow detection, recognition and grasping tasks for service robots, it was decided to build a structure for data collection in competitive environments, such as RoboCup@Home. With the prototype ready, a first image capture test was performed and 251 images were obtained for a single object. After the necessary adjustments, the prototype is expected to produce automatically 3600 images from various points of view for each object of interest without human interference.
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