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