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MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments
The modulation transfer function (MTF) is an important parameter for performance evaluation of optical imaging systems in photogrammetry and remote sensing; the slanted-edge method is one of the main methods for measuring MTF. To solve the problem of inaccurate edge detection by traditional methods...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823301/ https://www.ncbi.nlm.nih.gov/pubmed/36617108 http://dx.doi.org/10.3390/s23010509 |
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author | Zhang, Shuo Wang, Fengyan Wu, Xiang Gao, Kangzhe |
author_facet | Zhang, Shuo Wang, Fengyan Wu, Xiang Gao, Kangzhe |
author_sort | Zhang, Shuo |
collection | PubMed |
description | The modulation transfer function (MTF) is an important parameter for performance evaluation of optical imaging systems in photogrammetry and remote sensing; the slanted-edge method is one of the main methods for measuring MTF. To solve the problem of inaccurate edge detection by traditional methods under the conditions of noise and blur, this paper proposes a new method of MTF measurement with a slanted-edge method based on improved Zernike moments, which firstly introduces the Otsu algorithm to automatically determine the Zernike moment threshold for sub-pixel edge detection to precisely locate the edge points, then obtains LSF through edge point projection, ESF sampling point acquisition, smoothing, fitting, taking ESF curve differential and Gaussian fitting, and finally, accurately obtaining MTF by LSF Fourier transform and modulo normalization. Based on simulation experiments and outdoor target experiments, the reliability of the proposed algorithm is verified by the deviations of slanted-edge angle and MTF measurement, and the tolerance degree of edge detection to noise and ambiguity are analyzed. The results show that compared with ISO 12233, OMNI-sine method, Hough transform method and LSD method, this algorithm has the highest edge detection accuracy, the maximum tolerance of noise and ambiguity, and also improves the accuracy of MTF measurement. |
format | Online Article Text |
id | pubmed-9823301 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98233012023-01-08 MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments Zhang, Shuo Wang, Fengyan Wu, Xiang Gao, Kangzhe Sensors (Basel) Article The modulation transfer function (MTF) is an important parameter for performance evaluation of optical imaging systems in photogrammetry and remote sensing; the slanted-edge method is one of the main methods for measuring MTF. To solve the problem of inaccurate edge detection by traditional methods under the conditions of noise and blur, this paper proposes a new method of MTF measurement with a slanted-edge method based on improved Zernike moments, which firstly introduces the Otsu algorithm to automatically determine the Zernike moment threshold for sub-pixel edge detection to precisely locate the edge points, then obtains LSF through edge point projection, ESF sampling point acquisition, smoothing, fitting, taking ESF curve differential and Gaussian fitting, and finally, accurately obtaining MTF by LSF Fourier transform and modulo normalization. Based on simulation experiments and outdoor target experiments, the reliability of the proposed algorithm is verified by the deviations of slanted-edge angle and MTF measurement, and the tolerance degree of edge detection to noise and ambiguity are analyzed. The results show that compared with ISO 12233, OMNI-sine method, Hough transform method and LSD method, this algorithm has the highest edge detection accuracy, the maximum tolerance of noise and ambiguity, and also improves the accuracy of MTF measurement. MDPI 2023-01-02 /pmc/articles/PMC9823301/ /pubmed/36617108 http://dx.doi.org/10.3390/s23010509 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Shuo Wang, Fengyan Wu, Xiang Gao, Kangzhe MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title | MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title_full | MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title_fullStr | MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title_full_unstemmed | MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title_short | MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments |
title_sort | mtf measurement by slanted-edge method based on improved zernike moments |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823301/ https://www.ncbi.nlm.nih.gov/pubmed/36617108 http://dx.doi.org/10.3390/s23010509 |
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