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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Main Authors: Tumakov Dmitrii, Giniatullin Artur, Mingazova Yulia
Format: Article
Language:English
Published: EDP Sciences 2023-01-01
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.
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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