Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm

A method to construct a large transmission matrix (TM) of highly scattering media based on an algorithm is presented. For imaging through scattering media, measuring a large TM enables image reconstruction with high spatial resolution; however, it is difficult to operate in practice because the time...

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Main Authors: Shenghang Zhou, Xiubao Sui, Hao Xie, Qian Chen, Guohua Gu
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9398704/
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spelling doaj-3300912285d848ceaf7849903a445a952021-04-14T23:00:39ZengIEEEIEEE Access2169-35362021-01-019554975550510.1109/ACCESS.2021.30715759398704Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution AlgorithmShenghang Zhou0https://orcid.org/0000-0001-5335-9226Xiubao Sui1Hao Xie2Qian Chen3Guohua Gu4Jiangsu Laboratory of Spectral Imaging and Intelligence Sense, Nanjing University of Science and Technology, Nanjing, ChinaJiangsu Laboratory of Spectral Imaging and Intelligence Sense, Nanjing University of Science and Technology, Nanjing, ChinaJiangsu Laboratory of Spectral Imaging and Intelligence Sense, Nanjing University of Science and Technology, Nanjing, ChinaJiangsu Laboratory of Spectral Imaging and Intelligence Sense, Nanjing University of Science and Technology, Nanjing, ChinaJiangsu Laboratory of Spectral Imaging and Intelligence Sense, Nanjing University of Science and Technology, Nanjing, ChinaA method to construct a large transmission matrix (TM) of highly scattering media based on an algorithm is presented. For imaging through scattering media, measuring a large TM enables image reconstruction with high spatial resolution; however, it is difficult to operate in practice because the time required for the calibration of the TM is proportional to the number of calibrated input modes. Instead of directly achieving calibration using advanced hardware, a large TM is defined and constructed based on a multiframe image super-resolution algorithm, which traditionally aims to recover a high-resolution (HR) image of the original object from several low-resolution images. With sufficient size improvement, the defined large TM is constructed from several naturally measured complementary small TMs, each of them is measured using a subpixel-shifted projector phase mask. The realized large TM, which is constructed through subpixel registration and interpolation operations at the help of a hypothetical HR mask, enables HR image reconstruction from the original object’s speckle signal. The feasibility of the proposed method is proven via optical experiments involving statistical analysis and image reconstruction. The proposed method benefits existing TM-based image reconstruction applications and offers a new perspective on the size of TM measurements and the imaging resolution.https://ieeexplore.ieee.org/document/9398704/Scattering mediatransmission matriximage reconstructionsuper-resolution algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Shenghang Zhou
Xiubao Sui
Hao Xie
Qian Chen
Guohua Gu
spellingShingle Shenghang Zhou
Xiubao Sui
Hao Xie
Qian Chen
Guohua Gu
Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
IEEE Access
Scattering media
transmission matrix
image reconstruction
super-resolution algorithm
author_facet Shenghang Zhou
Xiubao Sui
Hao Xie
Qian Chen
Guohua Gu
author_sort Shenghang Zhou
title Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
title_short Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
title_full Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
title_fullStr Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
title_full_unstemmed Constructing Large Transmission Matrix of Scattering Sample Based on Super-Resolution Algorithm
title_sort constructing large transmission matrix of scattering sample based on super-resolution algorithm
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description A method to construct a large transmission matrix (TM) of highly scattering media based on an algorithm is presented. For imaging through scattering media, measuring a large TM enables image reconstruction with high spatial resolution; however, it is difficult to operate in practice because the time required for the calibration of the TM is proportional to the number of calibrated input modes. Instead of directly achieving calibration using advanced hardware, a large TM is defined and constructed based on a multiframe image super-resolution algorithm, which traditionally aims to recover a high-resolution (HR) image of the original object from several low-resolution images. With sufficient size improvement, the defined large TM is constructed from several naturally measured complementary small TMs, each of them is measured using a subpixel-shifted projector phase mask. The realized large TM, which is constructed through subpixel registration and interpolation operations at the help of a hypothetical HR mask, enables HR image reconstruction from the original object’s speckle signal. The feasibility of the proposed method is proven via optical experiments involving statistical analysis and image reconstruction. The proposed method benefits existing TM-based image reconstruction applications and offers a new perspective on the size of TM measurements and the imaging resolution.
topic Scattering media
transmission matrix
image reconstruction
super-resolution algorithm
url https://ieeexplore.ieee.org/document/9398704/
work_keys_str_mv AT shenghangzhou constructinglargetransmissionmatrixofscatteringsamplebasedonsuperresolutionalgorithm
AT xiubaosui constructinglargetransmissionmatrixofscatteringsamplebasedonsuperresolutionalgorithm
AT haoxie constructinglargetransmissionmatrixofscatteringsamplebasedonsuperresolutionalgorithm
AT qianchen constructinglargetransmissionmatrixofscatteringsamplebasedonsuperresolutionalgorithm
AT guohuagu constructinglargetransmissionmatrixofscatteringsamplebasedonsuperresolutionalgorithm
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