Complex Noise-Based Phase Retrieval Using Total Variation and Wavelet Transform Regularization

IF 2.1 4区 物理与天体物理 Q2 OPTICS Photonics Pub Date : 2024-01-10 DOI:10.3390/photonics11010071
Xing Qin, Xin Gao, Xiaoxu Yang, Meilin Xie
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Abstract

This paper presents a phase retrieval algorithm that incorporates sparsity priors into total variation and framelet regularization. The proposed algorithm exploits the sparsity priors in both the gradient domain and the spatial distribution domain to impose desirable characteristics on the reconstructed image. We utilize structured illuminated patterns in holography, consisting of three light fields. The theoretical and numerical analyses demonstrate that when the illumination pattern parameters are non-integers, the three diffracted data sets are sufficient for image restoration. The proposed model is solved using the alternating direction multiplier method. The numerical experiments confirm the theoretical findings of the lighting mode settings, and the algorithm effectively recovers the object from Gaussian and salt–pepper noise.
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利用总变异和小波变换正则化进行基于复噪声的相位检索
本文提出了一种相位检索算法,该算法将稀疏性先验纳入总变异和小帧正则化。所提出的算法利用梯度域和空间分布域中的稀疏先验,为重建图像施加了理想的特性。我们在全息摄影中使用了由三个光场组成的结构化照明模式。理论和数值分析表明,当照明模式参数为非整数时,三个衍射数据集足以进行图像复原。提出的模型采用交替方向乘法求解。数值实验证实了照明模式设置的理论结论,该算法能有效地从高斯和盐珀噪声中恢复物体。
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来源期刊
Photonics
Photonics Physics and Astronomy-Instrumentation
CiteScore
2.60
自引率
20.80%
发文量
817
审稿时长
8 weeks
期刊介绍: Photonics (ISSN 2304-6732) aims at a fast turn around time for peer-reviewing manuscripts and producing accepted articles. The online-only and open access nature of the journal will allow for a speedy and wide circulation of your research as well as review articles. We aim at establishing Photonics as a leading venue for publishing high impact fundamental research but also applications of optics and photonics. The journal particularly welcomes both theoretical (simulation) and experimental research. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files and software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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