Image Enhancement Model Based on Fractional Time-Delay and Diffusion Tensor

Author:

Yao Wenjuan1,Huang Yi1,Wu Boying1,Zhou Zhongxiang2

Affiliation:

1. School of Mathematics, Harbin Institute of Technology, Harbin 150001, China

2. School of Physics, Harbin Institute of Technology, Harbin 150001, China

Abstract

Image enhancement is one of the bases of image processing technology, which can enhance useful features and suppress useless information of images according to the specified task. In order to ensure coherent enhancement for images with oriented flow-like structures, we propose a nonlinear diffusion system model based on time-fractional delay. By combining the nonlinear isotropic diffusion equation with fractional time-delay regularization, we construct a structure tensor. Meanwhile, the introduction of source terms enhances the contrast of the image, making it effective for denoising images with high-level noise. Based on compactness principles, the existence of weak solutions for the model is proved by using the Galerkin method. In addition, various experimental results verify the enhancement ability of the proposed model.

Funder

National Natural Science Foundation of China

the Fundamental Research Funds for the Central Universities

China Postdoctoral Science Foundation

Natural Sciences Foundation of Heilongjiang Province

China Society of Industrial and Applied Mathematics Young Women Applied Mathematics Support Research Project

Publisher

MDPI AG

Subject

Statistics and Probability,Statistical and Nonlinear Physics,Analysis

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