Coded Illumination Under Quantized Luminosity for Visual Inspection

IF 4.2 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Yosuke Naruse
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Abstract

This paper addresses the optimization of illumination and camera imaging conditions in imaging systems equipped with multi-channel illumination for visual inspection. While previous studies have primarily focused on HDR imaging, in practical settings HDR acquisition is time-consuming and typically performed using a single fixed exposure time. To enable the practical application of coded illumination for visual inspection, we extend the method to jointly optimize camera exposure time along with illumination conditions. We propose a unified framework that optimizes both texture and brightness based on BTF, leveraging the full expressive power of the imaging device under the common hardware constraint that illumination luminance is quantized. Furthermore, we demonstrate that the global optimum of Fisher’s LDA, subject to non-negative light intensity constraints, can be computed using SDP, and this solution effectively enhances foreground contrast. Experimental results show strong agreement between simulated and real images in an actual visual inspection hardware environment, thereby validating the feasibility of illumination condition optimization using a digital twin approach.
量化亮度下的视觉检测编码照明
本文研究了多通道视觉检测成像系统中照明和相机成像条件的优化问题。虽然以前的研究主要集中在HDR成像上,但在实际环境中,HDR采集非常耗时,通常使用单一的固定曝光时间进行。为了使编码照明在视觉检测中的实际应用,我们扩展了该方法,使其与照明条件共同优化相机曝光时间。我们提出了一种基于BTF的纹理和亮度优化的统一框架,在照明亮度被量化的常见硬件约束下,充分发挥成像设备的表现力。此外,我们证明了在非负光强约束下,使用SDP可以计算Fisher’s LDA的全局最优,并且该解决方案有效地增强了前景对比度。实验结果表明,在实际的视觉检测硬件环境中,模拟图像与真实图像具有较强的一致性,从而验证了利用数字孪生方法优化照明条件的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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