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Rigid registration algorithm based on the minimization of the total variation of the difference map

Image registration is broadly used in various scenarios in which similar scenes in different images are to be aligned. However, image registration becomes challenging when the contrasts and backgrounds in the images are vastly different. This work proposes using the total variation of the difference...

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Detalles Bibliográficos
Autores principales: Xiao, Xianghui, Xu, Zhengrui, Hou, Dong, Yang, Zhijie, Lin, Feng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9255568/
https://www.ncbi.nlm.nih.gov/pubmed/35787576
http://dx.doi.org/10.1107/S1600577522005598
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author Xiao, Xianghui
Xu, Zhengrui
Hou, Dong
Yang, Zhijie
Lin, Feng
author_facet Xiao, Xianghui
Xu, Zhengrui
Hou, Dong
Yang, Zhijie
Lin, Feng
author_sort Xiao, Xianghui
collection PubMed
description Image registration is broadly used in various scenarios in which similar scenes in different images are to be aligned. However, image registration becomes challenging when the contrasts and backgrounds in the images are vastly different. This work proposes using the total variation of the difference map between two images (TVDM) as a dissimilarity metric in rigid registration. A method based on TVDM minimization is implemented for image rigid registration. The method is tested with both synthesized and real experimental data that have various noise and background conditions. The performance of the proposed method is compared with the results of other rigid registration methods. It is demonstrated that the proposed method is highly accurate and robust and outperforms other methods in all of the tests. The new algorithm provides a robust option for image registrations that are critical to many nano-scale X-ray imaging and microscopy applications.
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spelling pubmed-92555682022-07-14 Rigid registration algorithm based on the minimization of the total variation of the difference map Xiao, Xianghui Xu, Zhengrui Hou, Dong Yang, Zhijie Lin, Feng J Synchrotron Radiat Research Papers Image registration is broadly used in various scenarios in which similar scenes in different images are to be aligned. However, image registration becomes challenging when the contrasts and backgrounds in the images are vastly different. This work proposes using the total variation of the difference map between two images (TVDM) as a dissimilarity metric in rigid registration. A method based on TVDM minimization is implemented for image rigid registration. The method is tested with both synthesized and real experimental data that have various noise and background conditions. The performance of the proposed method is compared with the results of other rigid registration methods. It is demonstrated that the proposed method is highly accurate and robust and outperforms other methods in all of the tests. The new algorithm provides a robust option for image registrations that are critical to many nano-scale X-ray imaging and microscopy applications. International Union of Crystallography 2022-06-20 /pmc/articles/PMC9255568/ /pubmed/35787576 http://dx.doi.org/10.1107/S1600577522005598 Text en © Xianghui Xiao et al. 2022 https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-BY) Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are cited.
spellingShingle Research Papers
Xiao, Xianghui
Xu, Zhengrui
Hou, Dong
Yang, Zhijie
Lin, Feng
Rigid registration algorithm based on the minimization of the total variation of the difference map
title Rigid registration algorithm based on the minimization of the total variation of the difference map
title_full Rigid registration algorithm based on the minimization of the total variation of the difference map
title_fullStr Rigid registration algorithm based on the minimization of the total variation of the difference map
title_full_unstemmed Rigid registration algorithm based on the minimization of the total variation of the difference map
title_short Rigid registration algorithm based on the minimization of the total variation of the difference map
title_sort rigid registration algorithm based on the minimization of the total variation of the difference map
topic Research Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9255568/
https://www.ncbi.nlm.nih.gov/pubmed/35787576
http://dx.doi.org/10.1107/S1600577522005598
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