Detection and Recognition of Objects in Real Time Using an Intelligent Camera by a Delta Robot

Naji Guedri, Boulbaba Guedri, Rached Gharbi
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Abstract

Developing robots and making them autonomous based on artificial intelligence through computer vision to distinguish objects and make decisions in real time is one of the important things in the field of industry to improve the efficiency of industrial robots and make them smarter. In this article, we have developed an intelligent algorithm in Python language that recognizes 2D objects and sends the information to the robot. This data concerns the size, color, shape and position in the surface. The program can recognize multiple shapes in a single image. All the experiments carried out in this research have given very good results with an error percentage of 0.2 % and thanks to the smart camera connected to the Delta robot. The experimental results obtained show the effectiveness and validity of our work. Numerous experiments demonstrate the effectiveness of the model. The video is available here: https://sites.google.com/view/dalta-smart-camera/accueil
Delta机器人智能摄像头对目标的实时检测与识别
通过计算机视觉开发机器人并使其具有基于人工智能的自主性,能够实时识别物体并做出决策,是工业领域提高工业机器人效率和智能化的重要内容之一。在本文中,我们用Python语言开发了一种智能算法,可以识别2D对象并将信息发送给机器人。这些数据涉及到表面的大小、颜色、形状和位置。该程序可以在一张图像中识别多个形状。在本研究中进行的所有实验都给出了非常好的结果,误差率为0.2%,这要归功于与Delta机器人连接的智能摄像头。实验结果表明了本文工作的有效性和有效性。大量实验证明了该模型的有效性。视频可以在这里找到:https://sites.google.com/view/dalta-smart-camera/accueil
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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