Image reduction method based on the F-transform

被引:0
作者
Irina Perfilieva
Petr Hurtik
Ferdinando Di Martino
Salvatore Sessa
机构
[1] University of Ostrava,Institute for Research and Applications of Fuzzy Modelling
[2] Universita degli Studi di Napoli “Federico II”,Dipt. di Costruzioni e Metodi Matematici in Architettura
来源
Soft Computing | 2017年 / 21卷
关键词
F-Transform; Generalized partition; Image reduction; Image resize; Interpolation;
D O I
暂无
中图分类号
学科分类号
摘要
We present a new method of (color) image reduction based on the F-transform technique with a generalized fuzzy partition. This technique successfully combines approximation (when reduction is performed) and interpolation (when reconstruction is produced). The efficiency of the proposed method is theoretically justified by its linear complexity and by comparison with interpolation, and aggregation-based reductions. We also analyze the measures (MSE\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mathrm{MSE}$$\end{document}, PEN\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mathrm{PEN}$$\end{document}, and SSIM\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mathrm{SSIM}$$\end{document}) that are commonly used to estimate the quality of reduced images and show that these measures have better values using the newly proposed method.
引用
收藏
页码:1847 / 1861
页数:14
相关论文
共 50 条
[31]   Hybrid Fuzzy Regression Analysis Using the F-Transform [J].
Jung, Hye-Young ;
Lee, Woo-Joo ;
Choi, Seung Hoe .
APPLIED SCIENCES-BASEL, 2020, 10 (19) :1-13
[32]   Hidden functional dependencies found by the technique of F-transform [J].
Kupka, Jiri ;
Tomanova, Iva .
PROCEEDINGS OF THE 8TH CONFERENCE OF THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY (EUSFLAT-13), 2013, 32 :662-668
[33]   Geoscience Laser Altimeter System sparse ICESat data processing based on F-transform [J].
Yerokhin, Andriy ;
Babii, Andrii ;
Turuta, Oleksii .
2019 IEEE 8TH INTERNATIONAL CONFERENCE ON ADVANCED OPTOELECTRONICS AND LASERS (CAOL), 2019, :553-556
[34]   F-Transform Inspired Weak Solution to a Boundary Value Problem [J].
Linh Nguyen ;
Perfiljeva, Irina ;
Holcapek, Michal .
AXIOMS, 2020, 9 (01)
[35]   F-transform and Its Extension as Tool for Big Data Processing [J].
Hodakova, Petra ;
Perfilieva, Irina ;
Hurtik, Petr .
INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS, PT III, 2014, 444 :374-383
[36]   F-transform and Fuzzy Natural logic in Time Series Analysis [J].
Novak, Vilem ;
Pavliska, Viktor ;
Perfilieva, Irina ;
Stepnicka, Martin .
PROCEEDINGS OF THE 8TH CONFERENCE OF THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY (EUSFLAT-13), 2013, 32 :40-47
[37]   Scale-Space Theory, F-transform Kernels and CNN Realization [J].
Molek, Vojtech ;
Perfilieva, Irina .
ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2019, PT II, 2019, 11507 :38-48
[38]   RELAXED DISCRETE F-TRANSFORM AND ITS APPLICATION TO THE TIME SERIES ANALYSIS [J].
Perfilieva, I. ;
Yarushkina, N. ;
Afanasieva, T. .
COMPUTATIONAL INTELLIGENCE: FOUNDATIONS AND APPLICATIONS: PROCEEDINGS OF THE 9TH INTERNATIONAL FLINS CONFERENCE, 2010, 4 :249-+
[39]   On the relationship among F-transform, fuzzy rough set and fuzzy topology [J].
Perfilieva, I. ;
Singh, Anand P. ;
Tiwari, S. P. .
SOFT COMPUTING, 2017, 21 (13) :3513-3523
[40]   On the relationship among F-transform, fuzzy rough set and fuzzy topology [J].
Perfilieva, Irina ;
Singh, Anand Pratap ;
Tiwari, S. P. .
PROCEEDINGS OF THE 2015 CONFERENCE OF THE INTERNATIONAL FUZZY SYSTEMS ASSOCIATION AND THE EUROPEAN SOCIETY FOR FUZZY LOGIC AND TECHNOLOGY, 2015, 89 :1324-1330