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Virtual reality generation of synthetic images of SMDS for automatic optical inspection algorithms

机译:虚拟现实生成的SMDS合成图像用于自动光学检查算法

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In this paper we introduce a generation method of synthetic images designed to produce reference patterns in an Automatic Optical Inspection System of Surface Mounted Devices, SMD, on Printed Circuit Boards, PCB. The images are created numerically emulating a frontal view applying basic reflection laws to a Virtual Reality model of the SMD under known illumination sources. The synthetic images are processed and used as reference patterns in the classification method to determine the state of an inspected device, thus avoiding the use of reference samples to train the system. We describe the main features of the Visual System used in this work and we introduce the method we developed to create and characterize b/w images. Next, we introduce the method created to generate numerically 2D b/w images reproducing the distribution of light intensity produced by the coplanar illumination system on the surfaces of the SMD in a frontal view, and, we illustrate how the synthetic images can be used in classification methods describing a Bayes Classifier implemented to determine the state ¿present/absent¿ of an inspected SMD. Finally, we discuss about the possibilities of using synthetic images to innovate the classification methods on inspection systems.
机译:在本文中,我们介绍了一种合成图像的生成方法,该方法旨在在印刷电路板PCB上的表面安装器件SMD自动光学检查系统中生成参考图案。在已知照明源下,将基本反射定律应用于SMD的虚拟现实模型,通过数值模拟正面视图创建图像。在分类方法中处理合成图像并将其用作参考图案,以确定被检查设备的状态,从而避免使用参考样本来训练系统。我们描述了这项工作中使用的视觉系统的主要功能,并介绍了开发用于创建和表征黑白图像的方法。接下来,我们介绍创建用于生成二维二维b / w图像的方法,该方法可在正面视图中再现由共面照明系统在SMD表面上产生的光强度分布,并说明如何在图像中使用合成图像。描述贝叶斯分类器的分类方法,用于确定被检查SMD的状态为“存在/不存在”。最后,我们讨论了使用合成图像创新检查系统分类方法的可能性。

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