Suppr超能文献

具有相机噪声的单随机相位编码无透镜成像的稳健性。

Robustness of single random phase encoding lensless imaging with camera noise.

作者信息

Goswami Saurabh, Krishnan Gokul, Javidi Bahram

出版信息

Opt Express. 2024 Feb 12;32(4):4916-4930. doi: 10.1364/OE.510950.

Abstract

In this paper, we assess the noise-susceptibility of coherent macroscopic single random phase encoding (SRPE) lensless imaging by analyzing how much information is lost due to the presence of camera noise. We have used numerical simulation to first obtain the noise-free point spread function (PSF) of a diffuser-based SRPE system. Afterwards, we generated a noisy PSF by introducing shot noise, read noise and quantization noise as seen in a real-world camera. Then, we used various statistical measures to look at how the shared information content between the noise-free and noisy PSF is affected as the camera-noise becomes stronger. We have run identical simulations by replacing the diffuser in the lensless SRPE imaging system with lenses for comparison with lens-based imaging. Our results show that SRPE lensless imaging systems are better at retaining information between corresponding noisy and noiseless PSFs under high camera noise than lens-based imaging systems. We have also looked at how physical parameters of diffusers such as feature size and feature height variation affect the noise robustness of an SRPE system. To the best of our knowledge, this is the first report to investigate noise robustness of SRPE systems as a function of diffuser parameters and paves the way for the use of lensless SRPE systems to improve imaging in the presence of image sensor noise.

摘要

在本文中,我们通过分析由于相机噪声的存在而损失了多少信息,来评估相干宏观单随机相位编码(SRPE)无透镜成像的噪声敏感性。我们首先使用数值模拟来获得基于扩散器的SRPE系统的无噪声点扩散函数(PSF)。之后,我们通过引入实际相机中存在的散粒噪声、读取噪声和量化噪声来生成有噪声的PSF。然后,我们使用各种统计方法来研究随着相机噪声增强,无噪声和有噪声PSF之间的共享信息内容是如何受到影响的。我们通过将无透镜SRPE成像系统中的扩散器替换为透镜来进行相同的模拟,以便与基于透镜的成像进行比较。我们的结果表明,在高相机噪声下,SRPE无透镜成像系统在保留相应有噪声和无噪声PSF之间的信息方面比基于透镜的成像系统更好。我们还研究了扩散器的物理参数,如特征尺寸和特征高度变化,如何影响SRPE系统的噪声鲁棒性。据我们所知,这是第一份研究SRPE系统作为扩散器参数函数的噪声鲁棒性的报告,并为在存在图像传感器噪声的情况下使用无透镜SRPE系统改善成像铺平了道路。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验