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提高正交鬼成像中的峰值信噪比和计算效率。

Improving PSNR and computational efficiency in orthogonal ghost imaging.

作者信息

Hassanzadeh Kobra, Ahmadi-Kandjani Sohrab, Kheradmand Reza, Mortazavi Seyed Amir

机构信息

Faculty of Physics, University of Tabriz, Tabriz, Iran.

Research Institute for Applied Physics and Astronomy, University of Tabriz, Tabriz, Iran.

出版信息

Sci Rep. 2025 May 9;15(1):16194. doi: 10.1038/s41598-025-01283-w.

DOI:10.1038/s41598-025-01283-w
PMID:40346296
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12064693/
Abstract

In this paper, we present an orthogonal ghost imaging (OGI) method based on two-dimensional discrete cosine transform (2D-DCT) patterns. Unlike traditional methods that are based on random or sinusoidal patterns, our method relies on structured orthogonal patterns to enhance both image quality and reconstruction speed, outperforming random and sinusoidal-based approaches in terms of reconstruction fidelity and computational efficiency. A new reconstruction formula is derived in our approach. In addition, using a phase-shift illumination pattern technique helps to effectively reduce environmental noise. Simulation and experimental results show that high-quality image reconstruction is achievable even with reduced sampling rates. For instance, using only 30% of the measurements is enough to meet the Peak Signal-to-Noise Ratio (PSNR) threshold predicted by Shannon entropy. Compared to differential and sinusoidal ghost imaging techniques, the proposed method consistently outperforms them in terms of signal-to-noise ratio (SNR) and reconstruction efficiency. These findings suggest that OGI offers a promising direction for efficient and low-cost ghost imaging systems.

摘要

在本文中,我们提出了一种基于二维离散余弦变换(2D-DCT)模式的正交鬼成像(OGI)方法。与基于随机或正弦模式的传统方法不同,我们的方法依靠结构化正交模式来提高图像质量和重建速度,在重建保真度和计算效率方面优于基于随机和正弦的方法。我们的方法推导出了一个新的重建公式。此外,使用相移照明模式技术有助于有效降低环境噪声。仿真和实验结果表明,即使采样率降低,也能实现高质量的图像重建。例如,仅使用30%的测量值就足以满足香农熵预测的峰值信噪比(PSNR)阈值。与差分和正弦鬼成像技术相比,该方法在信噪比(SNR)和重建效率方面始终优于它们。这些发现表明,OGI为高效低成本的鬼成像系统提供了一个有前景的方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/bc006d17a453/41598_2025_1283_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/4bf90933cf68/41598_2025_1283_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/2e6c0efe8fcb/41598_2025_1283_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/83111bd81396/41598_2025_1283_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/53634f9dcdb7/41598_2025_1283_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/a48f7506aeac/41598_2025_1283_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/11156fab8328/41598_2025_1283_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/bc006d17a453/41598_2025_1283_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/4bf90933cf68/41598_2025_1283_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/2e6c0efe8fcb/41598_2025_1283_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/83111bd81396/41598_2025_1283_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/53634f9dcdb7/41598_2025_1283_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/a48f7506aeac/41598_2025_1283_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/11156fab8328/41598_2025_1283_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/00dc/12064693/bc006d17a453/41598_2025_1283_Fig7_HTML.jpg

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本文引用的文献

1
Emission Ghost Imaging: reconstruction with data augmentation.发射式鬼成像:基于数据增强的重建
Phys Rev A (Coll Park). 2024 Feb;109(2). doi: 10.1103/PhysRevA.109.023501. Epub 2024 Feb 1.
2
Three-dimensional imaging through scattering media using a single pixel detector.使用单像素探测器透过散射介质进行三维成像。
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Opt Express. 2018 May 14;26(10):12948-12958. doi: 10.1364/OE.26.012948.
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Subwavelength Terahertz Imaging of Graphene Photoconductivity.亚波长太赫兹成像技术在石墨烯光电导中的应用
Nano Lett. 2016 Nov 9;16(11):7019-7024. doi: 10.1021/acs.nanolett.6b03168. Epub 2016 Oct 18.
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Fourier-Transform Ghost Imaging with Hard X Rays.利用硬X射线的傅里叶变换鬼成像
Phys Rev Lett. 2016 Sep 9;117(11):113901. doi: 10.1103/PhysRevLett.117.113901. Epub 2016 Sep 7.
6
Sinusoidal ghost imaging.正弦型鬼成像。
Opt Lett. 2015 Aug 1;40(15):3452-5. doi: 10.1364/OL.40.003452.
7
Compressive imaging in scattering media.散射介质中的压缩成像。
Opt Express. 2015 Jun 1;23(11):14424-33. doi: 10.1364/OE.23.014424.
8
Single-pixel imaging by means of Fourier spectrum acquisition.基于傅里叶频谱采集的单像素成像。
Nat Commun. 2015 Feb 4;6:6225. doi: 10.1038/ncomms7225.
9
Object reconstitution using pseudo-inverse for ghost imaging.使用伪逆进行鬼成像的目标重构。
Opt Express. 2014 Dec 1;22(24):30063-73. doi: 10.1364/OE.22.030063.
10
Lensless ghost imaging with sunlight.利用阳光进行无透镜鬼成像。
Opt Lett. 2014 Apr 15;39(8):2314-7. doi: 10.1364/OL.39.002314.