Effect of Blurring of Images on Their First Order Radiomic Features
The effect of uniform blurring of images on their (statistical) radiomic features of the first order is studied. Two sets each consisting of 100 images with sizes of 100 by 100 and 700 by 700 are chosen as a dataset. Tables showing the effect of blurs on seventeen selected radiomic properties are gi...
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Format: | Article |
Language: | English |
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EDP Sciences
2023-01-01
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Series: | ITM Web of Conferences |
Subjects: | |
Online Access: | https://www.itm-conferences.org/articles/itmconf/pdf/2023/07/itmconf_icaect2023_01005.pdf |
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author | Tumakov Dmitrii Giniatullin Artur Mingazova Yulia |
author_facet | Tumakov Dmitrii Giniatullin Artur Mingazova Yulia |
author_sort | Tumakov Dmitrii |
collection | DOAJ |
description | The effect of uniform blurring of images on their (statistical) radiomic features of the first order is studied. Two sets each consisting of 100 images with sizes of 100 by 100 and 700 by 700 are chosen as a dataset. Tables showing the effect of blurs on seventeen selected radiomic properties are given. The mean, variation and coefficient of variation of changes in the considered properties for various degrees of blurring are estimated. It is concluded that the most representative radiomic properties characterizing blurs are the mean, RMS and energy. |
first_indexed | 2024-03-08T10:55:09Z |
format | Article |
id | doaj.art-43b20b89475745ce8d8be5867f976daa |
institution | Directory Open Access Journal |
issn | 2271-2097 |
language | English |
last_indexed | 2024-03-08T10:55:09Z |
publishDate | 2023-01-01 |
publisher | EDP Sciences |
record_format | Article |
series | ITM Web of Conferences |
spelling | doaj.art-43b20b89475745ce8d8be5867f976daa2024-01-26T16:34:27ZengEDP SciencesITM Web of Conferences2271-20972023-01-01570100510.1051/itmconf/20235701005itmconf_icaect2023_01005Effect of Blurring of Images on Their First Order Radiomic FeaturesTumakov Dmitrii0Giniatullin Artur1Mingazova Yulia2Institute of Computational Mathematics and Information Technologies, Kazan Federal UniversityInstitute of Computational Mathematics and Information Technologies, Kazan Federal UniversityCenter for Strategic Assessments and Forecasts of the Institute of Management, Economics and Finance, Kazan Federal UniversityThe effect of uniform blurring of images on their (statistical) radiomic features of the first order is studied. Two sets each consisting of 100 images with sizes of 100 by 100 and 700 by 700 are chosen as a dataset. Tables showing the effect of blurs on seventeen selected radiomic properties are given. The mean, variation and coefficient of variation of changes in the considered properties for various degrees of blurring are estimated. It is concluded that the most representative radiomic properties characterizing blurs are the mean, RMS and energy.https://www.itm-conferences.org/articles/itmconf/pdf/2023/07/itmconf_icaect2023_01005.pdfblurring of imagesnumerous blursradiomic featuresfirst order radiomicstatistical features. |
spellingShingle | Tumakov Dmitrii Giniatullin Artur Mingazova Yulia Effect of Blurring of Images on Their First Order Radiomic Features ITM Web of Conferences blurring of images numerous blurs radiomic features first order radiomic statistical features. |
title | Effect of Blurring of Images on Their First Order Radiomic Features |
title_full | Effect of Blurring of Images on Their First Order Radiomic Features |
title_fullStr | Effect of Blurring of Images on Their First Order Radiomic Features |
title_full_unstemmed | Effect of Blurring of Images on Their First Order Radiomic Features |
title_short | Effect of Blurring of Images on Their First Order Radiomic Features |
title_sort | effect of blurring of images on their first order radiomic features |
topic | blurring of images numerous blurs radiomic features first order radiomic statistical features. |
url | https://www.itm-conferences.org/articles/itmconf/pdf/2023/07/itmconf_icaect2023_01005.pdf |
work_keys_str_mv | AT tumakovdmitrii effectofblurringofimagesontheirfirstorderradiomicfeatures AT giniatullinartur effectofblurringofimagesontheirfirstorderradiomicfeatures AT mingazovayulia effectofblurringofimagesontheirfirstorderradiomicfeatures |