PSF-Compensated analytical reconstruction for improved image quality in cone-beam computed laminography

加权 计算机科学 滤波器(信号处理) 混叠 投影(关系代数) 算法 点(几何) 频域 迭代重建 功能(生物学) 图像(数学) 计算机视觉 滤波器设计 质量(理念) 失真(音乐) 查阅表格 人工智能 领域(数学分析) 对象(语法) 非线性系统 图像质量 时域 a计权 残余物 投影法
作者
Chengxiang Wang,Wei Bo Yu,Baodong Liu
出处
期刊:Measurement Science and Technology [IOP Publishing]
标识
DOI:10.1088/1361-6501/aeba09
摘要

Abstract Non-destructive evaluation of high-aspect-ratio electronic components, such as insulated gate bipolar transistors and printed circuit boards, demands reconstruction methods that combine measurement accuracy with high throughput. Cone-beam rotary computed laminography (CL) is usually implemented by tilting the source–detector assembly or the object within a conventional CT geometry. Though mechanically simple, this tilting breaks circular symmetry, so analytic reconstruction suffers from inter-slice aliasing and structural distortion. The CL-FBP and CL-FDK methods directly adopt the ramp filter and weighting factor used in cone-beam CT, without a detailed justification or derivation for why they remain valid in this geometry. This paper derives a frequency-domain pseudoinverse filter over the measurable frequency support from the point spread function (PSF) of the CL geometry. To avoid the prohibitive cost of direct 3D image-domain filtering, we reformulate the operation in the 2D projection domain and handle the resulting nonlinear coordinate mapping via a principled approximation. The key theoretical result is that, under practical assumptions, this approximated filter collapses analytically to a scaled ramp filter, thereby providing the first theoretical justification for the ramp filter and clarifying precisely when it fails. The improved image quality, however, stems from two further components: the projection weighting and a complementary 2D spectral filter that corrects the residual ap proximation errors. Experiments confirm that the proposed CL-PSF method consistently outperforms other analytic algorithms in correcting structural distortion. The theoretical derivation further motivates three practical strategies for suppressing inter-slice aliasing: restricting the valid reconstruction thickness, restricting the reconstruction volume to a compact region of interest, and adopting a detector with a smaller in-plane size. All three strategies are validated experimentally. The proposed method thus offers a fast and well founded reconstruction approach for quantitative industrial inspection.
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