Cargando…

Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials

The development of neutron imaging facilities provides a growing range of applications in different research fields. The significance of the obtained structural information, among others, depends on the reliability of phase segmentation. We focused on the problem of pore segmentation in low-resoluti...

Descripción completa

Detalles Bibliográficos
Autores principales: Zel, Ivan, Kenessarin, Murat, Kichanov, Sergey, Nazarov, Kuanysh, Bǎlǎșoiu, Maria, Kozlenko, Denis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9505919/
https://www.ncbi.nlm.nih.gov/pubmed/36135407
http://dx.doi.org/10.3390/jimaging8090242
_version_ 1784796593457725440
author Zel, Ivan
Kenessarin, Murat
Kichanov, Sergey
Nazarov, Kuanysh
Bǎlǎșoiu, Maria
Kozlenko, Denis
author_facet Zel, Ivan
Kenessarin, Murat
Kichanov, Sergey
Nazarov, Kuanysh
Bǎlǎșoiu, Maria
Kozlenko, Denis
author_sort Zel, Ivan
collection PubMed
description The development of neutron imaging facilities provides a growing range of applications in different research fields. The significance of the obtained structural information, among others, depends on the reliability of phase segmentation. We focused on the problem of pore segmentation in low-resolution images and tomography data, taking into consideration possible image corruption in the neutron tomography experiment. Two pore segmentation techniques are proposed. They are the binarization of the enhanced contrast data using the global threshold, and the segmentation using the modified watershed technique—local threshold by watershed. The proposed techniques were compared with a conventional marker-based watershed on the test images simulating low-quality tomography data and on the neutron tomography data of the samples of magnesium potassium phosphate cement (MKP). The obtained results demonstrate the advantages of the proposed techniques over the conventional watershed-based approach.
format Online
Article
Text
id pubmed-9505919
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-95059192022-09-24 Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials Zel, Ivan Kenessarin, Murat Kichanov, Sergey Nazarov, Kuanysh Bǎlǎșoiu, Maria Kozlenko, Denis J Imaging Article The development of neutron imaging facilities provides a growing range of applications in different research fields. The significance of the obtained structural information, among others, depends on the reliability of phase segmentation. We focused on the problem of pore segmentation in low-resolution images and tomography data, taking into consideration possible image corruption in the neutron tomography experiment. Two pore segmentation techniques are proposed. They are the binarization of the enhanced contrast data using the global threshold, and the segmentation using the modified watershed technique—local threshold by watershed. The proposed techniques were compared with a conventional marker-based watershed on the test images simulating low-quality tomography data and on the neutron tomography data of the samples of magnesium potassium phosphate cement (MKP). The obtained results demonstrate the advantages of the proposed techniques over the conventional watershed-based approach. MDPI 2022-09-07 /pmc/articles/PMC9505919/ /pubmed/36135407 http://dx.doi.org/10.3390/jimaging8090242 Text en © 2022 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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zel, Ivan
Kenessarin, Murat
Kichanov, Sergey
Nazarov, Kuanysh
Bǎlǎșoiu, Maria
Kozlenko, Denis
Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title_full Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title_fullStr Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title_full_unstemmed Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title_short Pore Segmentation Techniques for Low-Resolution Data: Application to the Neutron Tomography Data of Cement Materials
title_sort pore segmentation techniques for low-resolution data: application to the neutron tomography data of cement materials
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9505919/
https://www.ncbi.nlm.nih.gov/pubmed/36135407
http://dx.doi.org/10.3390/jimaging8090242
work_keys_str_mv AT zelivan poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials
AT kenessarinmurat poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials
AT kichanovsergey poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials
AT nazarovkuanysh poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials
AT balasoiumaria poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials
AT kozlenkodenis poresegmentationtechniquesforlowresolutiondataapplicationtotheneutrontomographydataofcementmaterials