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...
Autores principales: | , |
---|---|
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 |