Cargando…

Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images

Multichannel images, i.e., images of the same object or scene taken in different spectral bands or with different imaging modalities/settings, are common in many applications. For example, multispectral images contain several wavelength bands and hence, have richer information than color images. Mul...

Descripción completa

Detalles Bibliográficos
Autores principales: Ito, Izumi, Pižurica, Aleksandra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321010/
https://www.ncbi.nlm.nih.gov/pubmed/34460553
http://dx.doi.org/10.3390/jimaging6020004
_version_ 1783730749791272960
author Ito, Izumi
Pižurica, Aleksandra
author_facet Ito, Izumi
Pižurica, Aleksandra
author_sort Ito, Izumi
collection PubMed
description Multichannel images, i.e., images of the same object or scene taken in different spectral bands or with different imaging modalities/settings, are common in many applications. For example, multispectral images contain several wavelength bands and hence, have richer information than color images. Multichannel magnetic resonance imaging and multichannel computed tomography images are common in medical imaging diagnostics, and multimodal images are also routinely used in art investigation. All the methods for grayscale images can be applied to multichannel images by processing each channel/band separately. However, it requires vast computational time, especially for the task of searching for overlapping patches similar to a given query patch. To address this problem, we propose a three-dimensional orthonormal tree-structured Haar transform (3D-OTSHT) targeting fast full search equivalent for three-dimensional block matching in multichannel images. The use of a three-dimensional integral image significantly saves time to obtain the 3D-OTSHT coefficients. We demonstrate superior performance of the proposed block matching.
format Online
Article
Text
id pubmed-8321010
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-83210102021-08-26 Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images Ito, Izumi Pižurica, Aleksandra J Imaging Article Multichannel images, i.e., images of the same object or scene taken in different spectral bands or with different imaging modalities/settings, are common in many applications. For example, multispectral images contain several wavelength bands and hence, have richer information than color images. Multichannel magnetic resonance imaging and multichannel computed tomography images are common in medical imaging diagnostics, and multimodal images are also routinely used in art investigation. All the methods for grayscale images can be applied to multichannel images by processing each channel/band separately. However, it requires vast computational time, especially for the task of searching for overlapping patches similar to a given query patch. To address this problem, we propose a three-dimensional orthonormal tree-structured Haar transform (3D-OTSHT) targeting fast full search equivalent for three-dimensional block matching in multichannel images. The use of a three-dimensional integral image significantly saves time to obtain the 3D-OTSHT coefficients. We demonstrate superior performance of the proposed block matching. MDPI 2020-02-11 /pmc/articles/PMC8321010/ /pubmed/34460553 http://dx.doi.org/10.3390/jimaging6020004 Text en © 2020 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 (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Ito, Izumi
Pižurica, Aleksandra
Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title_full Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title_fullStr Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title_full_unstemmed Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title_short Three-Dimensional Block Matching Using Orthonormal Tree-Structured Haar Transform for Multichannel Images
title_sort three-dimensional block matching using orthonormal tree-structured haar transform for multichannel images
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321010/
https://www.ncbi.nlm.nih.gov/pubmed/34460553
http://dx.doi.org/10.3390/jimaging6020004
work_keys_str_mv AT itoizumi threedimensionalblockmatchingusingorthonormaltreestructuredhaartransformformultichannelimages
AT pizuricaaleksandra threedimensionalblockmatchingusingorthonormaltreestructuredhaartransformformultichannelimages