Back to Search Start Over

Adaptive fractional differential algorithm for image edge enhancement and texture preserve using fuzzy sets.

Authors :
Li, Bo
Xie, Wei
Zhang, Langwen
Yu, Xiaoyuan
Source :
IET Image Processing (Wiley-Blackwell). 5/29/2023, Vol. 17 Issue 7, p2204-2213. 10p.
Publication Year :
2023

Abstract

This paper uses a fuzzy set scheme to present an adaptive fractional differential algorithm for image edge enhancement and texture preservation. In the proposed algorithm, an image's membership function and area feature are used to calculate the fuzzy set of images. The function of adaptive fractional differential order (FAFDO) can be constructed by making the linear transformation of the fuzzy set. Then, the fuzzy adaptive fractional differential mask (FAFDM) is obtained by substituting the FAFDO into the fractional differential mask. Finally, the image edge and texture are enhanced and preserved by applying airspace filtering of the FAFDM convolution. The experimental results show that, compared to fractional differential or fuzzy setā€based image enhancement algorithms, the proposed algorithm can adaptively enhance the image edge and preserve the image texture by analysing the fuzziness of the image itself. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17519659
Volume :
17
Issue :
7
Database :
Academic Search Index
Journal :
IET Image Processing (Wiley-Blackwell)
Publication Type :
Academic Journal
Accession number :
163670458
Full Text :
https://doi.org/10.1049/ipr2.12785