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Automated Refinement of Automated Visual Inspection Algorithms

机译:自动化视觉检查算法的自动优化

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One of the challenges faced by the users of automated visual inspection (AVI) systems is how to efficiently upgrade the legacy systems to inspect the new components introduced into the assembly lines. If the AVI systems are not flexible enough to accommodate new components, they will be rendered obsolete even by small changes in the product being inspected. The overall objective of the research presented in this paper is to produce the methodological basis that will result in the development of highly reconfigurable AVI systems. In this paper, we focus on part of this overall development, the adaptation of preexisting inspection algorithms to inspect similar components introduced into the assembly line. While this paper bases its development and discussion on the inspection of surface mounted devices (SMDs), the proposed methodology is general enough to be applicable to a broad range of inspection problems.
机译:自动化视觉检查(AVI)系统用户面临的挑战之一是如何有效升级旧系统,以检查引入装配线的新组件。如果AVI系统的灵活性不足以容纳新的组件,则即使被检查的产品发生很小的变化,它们也会被淘汰。本文提出的研究的总体目标是为将导致高度可重构AVI系统的开发提供方法论基础。在本文中,我们将重点放在整体开发的一部分上,即对现有的检查算法进行改编,以检查引入装配线的相似组件。虽然本文基于表面安装设备(SMD)的检查进行了开发和讨论,但所提出的方法具有足够的通用性,可适用于广泛的检查问题。

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