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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Union of Crystallography
2022
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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. |
format | Online Article Text |
id | pubmed-9255568 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | International Union of Crystallography |
record_format | MEDLINE/PubMed |
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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