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An adaptive image inpainting method based on euler's elastica with adaptive parameters estimation and the discrete gradient method

机译:基于Euler ElasticA的自适应图像初始化方法,自适应参数估计和离散梯度法

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摘要

Euler's Elastica is a common approach developed based on minimizing the elastica energy. It is one of the effective approaches to solve the image inpainting problem. Nevertheless, there are two major issues: the Euler's elastica variational image inpainting model itself is multiparameter, and the performance of methods for solving the model is not high. In the article, we propose an adaptive Euler's elastica image inpainting model by combining with adaptive parameter estimation based on the smoothed structure tensor. To implement the model, a numerical algorithm based on the discrete gradient method is developed. The experiments showed that the proposed image inpainting method outperforms other state-of-the-arts methods in terms of inpainted image quality.
机译:Euler的Elastica是基于最小化Elastica能量的常用方法。它是解决图像染色问题的有效方法之一。尽管如此,有两个主要问题:欧拉的Elastica变分形图像染色模型本身是多级计,并且解决模型的方法的性能不高。在本文中,我们通过基于平滑结构张量的自适应参数估计来提出自适应欧拉的Eularea图像修复模型。为了实现模型,开发了一种基于离散梯度法的数值算法。实验表明,在染色的图像质量方面,所提出的图像染色方法优于其他最先进的方法。

著录项

  • 来源
    《Signal processing》 |2021年第1期|107797.1-107797.19|共19页
  • 作者单位

    Department of Information Technology School of Business Information Technology University of Economics Ho Chi Minh City Ho CM Minh City 70000 Viet Nam;

    Division of Biomedical Informatics Cincinnati Children's Hospital Medical Center Cincinnati OH USA Department of Pediatrics University of Cincinnati OH USA Department of Biomedical Informatics College of Medicine University of Cincinnati OH USA Department of Electrical Engineering and Computer Science University of Cincinnati OH USA;

    Department of Information Security Institute of Applied Mathematics and Computer Science Tula State University Tula City 300012 Russia;

    Department of Economics University of Economics - The University of Danang Dannang City 550000 Viet Nam;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    Image inpainting; Euler's elastica; Variational model; Structure tensor; Parameter estimation; Discrete gradient; Image restoration;

    机译:图像染色;欧拉的弹性;变分模型;结构张量;参数估计;离散梯度;图像恢复;

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