Cargando…

A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image

Multimodality brain image registration technology is the key technology to determine the accuracy and speed of brain diagnosis and treatment. In order to achieve high-precision image registration, a fast subpixel registration algorithm based on single-step DFT combined with phase correlation constra...

Descripción completa

Detalles Bibliográficos
Autores principales: Li, Jianguo, Ma, Quanhai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229540/
https://www.ncbi.nlm.nih.gov/pubmed/32454887
http://dx.doi.org/10.1155/2020/9343461
_version_ 1783534784877690880
author Li, Jianguo
Ma, Quanhai
author_facet Li, Jianguo
Ma, Quanhai
author_sort Li, Jianguo
collection PubMed
description Multimodality brain image registration technology is the key technology to determine the accuracy and speed of brain diagnosis and treatment. In order to achieve high-precision image registration, a fast subpixel registration algorithm based on single-step DFT combined with phase correlation constraint in multimodality brain image was proposed in this paper. Firstly, the coarse positioning at the pixel level was achieved by using the downsampling cross-correlation model, which reduced the Fourier transform dimension of the cross-correlation matrix and the multiplication of the discrete Fourier transform matrix, so as to speed up the coarse registration process. Then, the improved DFT multiplier of the matrix multiplication was used in the neighborhood of the coarse point, and the subpixel fast location was achieved by the bidirectional search strategy. Qualitative and quantitative simulation experiment results show that, compared with comparison registration algorithms, our proposed algorithm could greatly reduce space and time complexity without losing accuracy.
format Online
Article
Text
id pubmed-7229540
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-72295402020-05-23 A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image Li, Jianguo Ma, Quanhai Comput Math Methods Med Research Article Multimodality brain image registration technology is the key technology to determine the accuracy and speed of brain diagnosis and treatment. In order to achieve high-precision image registration, a fast subpixel registration algorithm based on single-step DFT combined with phase correlation constraint in multimodality brain image was proposed in this paper. Firstly, the coarse positioning at the pixel level was achieved by using the downsampling cross-correlation model, which reduced the Fourier transform dimension of the cross-correlation matrix and the multiplication of the discrete Fourier transform matrix, so as to speed up the coarse registration process. Then, the improved DFT multiplier of the matrix multiplication was used in the neighborhood of the coarse point, and the subpixel fast location was achieved by the bidirectional search strategy. Qualitative and quantitative simulation experiment results show that, compared with comparison registration algorithms, our proposed algorithm could greatly reduce space and time complexity without losing accuracy. Hindawi 2020-05-07 /pmc/articles/PMC7229540/ /pubmed/32454887 http://dx.doi.org/10.1155/2020/9343461 Text en Copyright © 2020 Jianguo Li and Quanhai Ma. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Li, Jianguo
Ma, Quanhai
A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title_full A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title_fullStr A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title_full_unstemmed A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title_short A Fast Subpixel Registration Algorithm Based on Single-Step DFT Combined with Phase Correlation Constraint in Multimodality Brain Image
title_sort fast subpixel registration algorithm based on single-step dft combined with phase correlation constraint in multimodality brain image
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229540/
https://www.ncbi.nlm.nih.gov/pubmed/32454887
http://dx.doi.org/10.1155/2020/9343461
work_keys_str_mv AT lijianguo afastsubpixelregistrationalgorithmbasedonsinglestepdftcombinedwithphasecorrelationconstraintinmultimodalitybrainimage
AT maquanhai afastsubpixelregistrationalgorithmbasedonsinglestepdftcombinedwithphasecorrelationconstraintinmultimodalitybrainimage
AT lijianguo fastsubpixelregistrationalgorithmbasedonsinglestepdftcombinedwithphasecorrelationconstraintinmultimodalitybrainimage
AT maquanhai fastsubpixelregistrationalgorithmbasedonsinglestepdftcombinedwithphasecorrelationconstraintinmultimodalitybrainimage