Class of nonlinear filtering and windowing methods for image processing and reconstruction.

IF 3.1 2区 物理与天体物理 Q2 OPTICS
Optics letters Pub Date : 2025-01-15 DOI:10.1364/OL.539047
Tatiana Soldati, Sarvesh A Thakur, Johannes F de Boer, Dierck Hillmann
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引用次数: 0

Abstract

Linear digital filters are at the core of image reconstruction and processing for many coherent optical imaging techniques, such as digital holography (DH) or optical coherence tomography (OCT). They can also be efficiently implemented using fast Fourier transform (FFT) with appropriate transfer/filter functions that operate in the frequency domain. However, even with optimal filter design, they suffer from side effects such as sidelobe generation or resolution limitations, e.g., when using windowing for apodization. Here, we propose a novel, to the best of our knowledge, nonlinear (NL) filter and apply it to coherent (complex-valued) data. The NL filter preserves correct phase information, reduces sidelobes, and can be implemented indirectly by linear filters, making it almost as performant as linear filters. We demonstrate the usefulness of these filters in OCT data processing, showing the separation of background from signal, and an alternative to classical windowing that retains the full width at half maximum (FWHM) resolution of a rectangular window function, but with sidelobe suppression comparable to other window functions. Contrary to many alternatives, it even performs well in proximity to scattering structures that are subject to speckle noise. Because of its simplicity and advantages, we expect to see widespread applications of the technique beyond the demonstrated applications.

一类用于图像处理和重建的非线性滤波和加窗方法。
线性数字滤波器是许多相干光学成像技术(如数字全息(DH)或光学相干断层扫描(OCT))图像重建和处理的核心。它们也可以使用快速傅里叶变换(FFT)和在频域中工作的适当的传输/滤波函数来有效地实现。然而,即使有最佳的滤波器设计,它们也会受到副作用的影响,如旁瓣产生或分辨率限制,例如,当使用窗口进行apodiization时。在这里,我们提出了一种新颖的,据我们所知,非线性(NL)滤波器,并将其应用于相干(复值)数据。NL滤波器保留了正确的相位信息,减少了副瓣,并且可以通过线性滤波器间接实现,使其几乎与线性滤波器一样性能。我们展示了这些滤波器在OCT数据处理中的有用性,显示了背景与信号的分离,以及经典窗口的替代方案,它保留了矩形窗函数的最大半宽(FWHM)分辨率,但具有与其他窗函数相当的旁瓣抑制。与许多替代方案相反,它甚至在受散斑噪声影响的散射结构附近表现良好。由于其简单性和优点,我们期望看到该技术在演示应用之外的广泛应用。
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
Optics letters
Optics letters 物理-光学
CiteScore
6.60
自引率
8.30%
发文量
2275
审稿时长
1.7 months
期刊介绍: The Optical Society (OSA) publishes high-quality, peer-reviewed articles in its portfolio of journals, which serve the full breadth of the optics and photonics community. Optics Letters offers rapid dissemination of new results in all areas of optics with short, original, peer-reviewed communications. Optics Letters covers the latest research in optical science, including optical measurements, optical components and devices, atmospheric optics, biomedical optics, Fourier optics, integrated optics, optical processing, optoelectronics, lasers, nonlinear optics, optical storage and holography, optical coherence, polarization, quantum electronics, ultrafast optical phenomena, photonic crystals, and fiber optics. Criteria used in determining acceptability of contributions include newsworthiness to a substantial part of the optics community and the effect of rapid publication on the research of others. This journal, published twice each month, is where readers look for the latest discoveries in optics.
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