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Contrast Enhancement Method Based on Gray and Its Distance Double-Weighting Histogram Equalization for 3D CT Images of PCBs

机译:基于灰度的对比增强方法及其距离双重加权直方图均衡的PCB的3D CT图像

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摘要

Cone beam computed tomography (CBCT) is a new detection method for 3D nondestructive testing of printed circuit boards (PCBs). However, the obtained 3D image of PCBs exhibits low contrast because of several factors, such as the occurrence of metal artifacts and beam hardening, during the process of CBCT imaging. Histogram equalization (HE) algorithms cannot effectively extend the gray difference between a substrate and a metal in 3D CT images of PCBs, and the reinforcing effects are insignificant. To address this shortcoming, this study proposes an image enhancement algorithm based on gray and its distance double-weighting HE. Considering the characteristics of 3D CT images of PCBs, the proposed algorithm uses gray and its distance double-weighting strategy to change the form of the original image histogram distribution, suppresses the grayscale of a nonmetallic substrate, and expands the grayscale of wires and other metals. The proposed algorithm also enhances the gray difference between a substrate and a metal and highlights metallic materials. The proposed algorithm can enhance the gray value of wires and other metals in 3D CT images of PCBs. It applies enhancement strategies of changing gray and its distance double-weighting mechanism to adapt to this particular purpose. The flexibility and advantages of the proposed algorithm are confirmed by analyses and experimental results.
机译:锥梁计算机断层扫描(CBCT)是一种用于印刷电路板(PCB)的3D非破坏性测试的新检测方法。然而,由于几个因素,所获得的PCB的3D图像表现出低对比度,例如在CBCT成像过程中发生金属伪影和梁硬化的发生。直方图均衡(HE)算法不能有效地延长PCB的3D CT图像中的基板和金属之间的灰度差,而增强效果是微不足道的。为了解决这种缺点,本研究提出了一种基于灰度的图像增强算法及其距离双重加权。考虑到PCB的3D CT图像的特性,所提出的算法使用灰度及其距离双重加权策略来改变原始图像直方图分布的形式,抑制非金属基板的灰度,并扩展电线和其他金属的灰度。该算法还增强了基板和金属之间的灰色差,并突出金属材料。所提出的算法可以增强PCB的3D CT图像中的电线和其他金属的灰度值。它采用改变灰色及其距离双重加权机制的增强策略,以适应这种特殊目的。通过分析和实验结果证实了所提出的算法的灵活性和优点。

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