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Multi-type BGA Chip Visual Recognition Method Using Line Based Clustering

机译:基于行聚类的多类型BGA芯片视觉识别方法

摘要

A multi-type BGA chip visual recognition method using line based clustering to solve the problems of BGA inspection algorithms which have limited applicability, low flexibility caused by template matching, poor robustness to illumination and interferences and high time complexity. The method is based on: dynamic threshold segmentation of original image, morphological and connected component labelling; BGA extraction based on grayscale connected component and building information list for all complete grayscale BGA solder balls; Building of BGA solder ball label image; local analysis to determine the coarse orientation angle of equivalent BGA array; determining equivalent BGA solder ball clusters for each row and each column and the equivalent BGA solder ball cluster for the boundary by line based clustering; obtaining an accurate orientation angle and center position of BGA chip in the original image by line fitting of boundary BGA solder ball clusters; and extracting different standard parameters of BGA chips.
机译:一种基于行聚类的多类型BGA芯片视觉识别方法,解决了BGA检测算法的适用性有限,模板匹配导致的灵活性低,对照明和干扰的鲁棒性差以及时间复杂度高的问题。该方法基于:原始图像的动态阈值分割,形态学和连通成分标记;基于所有连接的灰度BGA焊球的灰度连接组件和建筑物信息列表的BGA提取; BGA焊球标签图像的构建;局部分析以确定等效BGA阵列的粗取向角;确定每行和每列的等效BGA焊球簇,以及基于行的聚类确定边界的等效BGA焊球簇;通过边界BGA焊球簇的线拟合获得原始图像中BGA芯片的准确的定向角和中心位置;并提取不同的BGA芯片标准参数。

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