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Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels
This work presents an image processing procedure for characterization of porosity and heterogeneity of hydrogels network mainly based on the analysis of cryogenic scanning electron microscopy (cryo-SEM) images and can be extended to any other type of microscopy images of hydrogel porous network. An...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
F1000 Research Limited
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8256190/ https://www.ncbi.nlm.nih.gov/pubmed/34276966 http://dx.doi.org/10.12688/f1000research.27372.2 |
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author | Jamshidi, Maryam Falamaki, Cavus |
author_facet | Jamshidi, Maryam Falamaki, Cavus |
author_sort | Jamshidi, Maryam |
collection | PubMed |
description | This work presents an image processing procedure for characterization of porosity and heterogeneity of hydrogels network mainly based on the analysis of cryogenic scanning electron microscopy (cryo-SEM) images and can be extended to any other type of microscopy images of hydrogel porous network. An algorithm consisting of different filtering, morphological transformation, and thresholding steps to denoise the image whilst emphasizing the edges of the hydrogel walls for extracting either the pores or hydrogel walls features is explained. Finally, the information of hydrogel porosity and heterogeneity is presented in form of pore size distribution, spatial contours maps and kernel density dot plots. The obtained results reveal that a non-parametric kernel density plot effectively determines the spatial heterogeneity and porosity of the hydrogel. |
format | Online Article Text |
id | pubmed-8256190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | F1000 Research Limited |
record_format | MEDLINE/PubMed |
spelling | pubmed-82561902021-07-15 Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels Jamshidi, Maryam Falamaki, Cavus F1000Res Brief Report This work presents an image processing procedure for characterization of porosity and heterogeneity of hydrogels network mainly based on the analysis of cryogenic scanning electron microscopy (cryo-SEM) images and can be extended to any other type of microscopy images of hydrogel porous network. An algorithm consisting of different filtering, morphological transformation, and thresholding steps to denoise the image whilst emphasizing the edges of the hydrogel walls for extracting either the pores or hydrogel walls features is explained. Finally, the information of hydrogel porosity and heterogeneity is presented in form of pore size distribution, spatial contours maps and kernel density dot plots. The obtained results reveal that a non-parametric kernel density plot effectively determines the spatial heterogeneity and porosity of the hydrogel. F1000 Research Limited 2021-04-12 /pmc/articles/PMC8256190/ /pubmed/34276966 http://dx.doi.org/10.12688/f1000research.27372.2 Text en Copyright: © 2021 Jamshidi M and Falamaki C https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Brief Report Jamshidi, Maryam Falamaki, Cavus Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title | Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title_full | Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title_fullStr | Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title_full_unstemmed | Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title_short | Image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
title_sort | image analysis method for heterogeneity and porosity characterization of biomimetic hydrogels |
topic | Brief Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8256190/ https://www.ncbi.nlm.nih.gov/pubmed/34276966 http://dx.doi.org/10.12688/f1000research.27372.2 |
work_keys_str_mv | AT jamshidimaryam imageanalysismethodforheterogeneityandporositycharacterizationofbiomimetichydrogels AT falamakicavus imageanalysismethodforheterogeneityandporositycharacterizationofbiomimetichydrogels |