Fractional Derivatives Application to Image Fusion Problems

In this paper, an analysis of the method that uses a fractional order calculus to multispectral images fusion is presented. We analyze some correct basic definitions of the fractional order derivatives that are used in the image processing context. Several methods of determining fractional derivativ...

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Main Authors: Szymon Motłoch, Grzegorz Sarwas, Andrzej Dzieliński
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/22/3/1049
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author Szymon Motłoch
Grzegorz Sarwas
Andrzej Dzieliński
author_facet Szymon Motłoch
Grzegorz Sarwas
Andrzej Dzieliński
author_sort Szymon Motłoch
collection DOAJ
description In this paper, an analysis of the method that uses a fractional order calculus to multispectral images fusion is presented. We analyze some correct basic definitions of the fractional order derivatives that are used in the image processing context. Several methods of determining fractional derivatives of digital images are tested, and the influence of fractional order change on the quality of fusion is presented. Results achieved are compared with the results obtained for methods where the integer order derivatives were used.
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spelling doaj.art-fd1bc75f5a1344e4ac082df2d11cf8a32023-11-23T17:49:41ZengMDPI AGSensors1424-82202022-01-01223104910.3390/s22031049Fractional Derivatives Application to Image Fusion ProblemsSzymon Motłoch0Grzegorz Sarwas1Andrzej Dzieliński2Institute of Control and Industrial Electronics, Warsaw University of Technology, ul. Koszykowa 75, 00-662 Warsaw, PolandInstitute of Control and Industrial Electronics, Warsaw University of Technology, ul. Koszykowa 75, 00-662 Warsaw, PolandInstitute of Control and Industrial Electronics, Warsaw University of Technology, ul. Koszykowa 75, 00-662 Warsaw, PolandIn this paper, an analysis of the method that uses a fractional order calculus to multispectral images fusion is presented. We analyze some correct basic definitions of the fractional order derivatives that are used in the image processing context. Several methods of determining fractional derivatives of digital images are tested, and the influence of fractional order change on the quality of fusion is presented. Results achieved are compared with the results obtained for methods where the integer order derivatives were used.https://www.mdpi.com/1424-8220/22/3/1049fractional calculusimage processingimage fusion
spellingShingle Szymon Motłoch
Grzegorz Sarwas
Andrzej Dzieliński
Fractional Derivatives Application to Image Fusion Problems
Sensors
fractional calculus
image processing
image fusion
title Fractional Derivatives Application to Image Fusion Problems
title_full Fractional Derivatives Application to Image Fusion Problems
title_fullStr Fractional Derivatives Application to Image Fusion Problems
title_full_unstemmed Fractional Derivatives Application to Image Fusion Problems
title_short Fractional Derivatives Application to Image Fusion Problems
title_sort fractional derivatives application to image fusion problems
topic fractional calculus
image processing
image fusion
url https://www.mdpi.com/1424-8220/22/3/1049
work_keys_str_mv AT szymonmotłoch fractionalderivativesapplicationtoimagefusionproblems
AT grzegorzsarwas fractionalderivativesapplicationtoimagefusionproblems
AT andrzejdzielinski fractionalderivativesapplicationtoimagefusionproblems