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一种利用像素局部相关性的图像质量评价方法

路文 李帅 徐红强 何立火

西安电子科技大学学报(自然科学版)2017,Vol.44Issue(1):94-99,6.
西安电子科技大学学报(自然科学版)2017,Vol.44Issue(1):94-99,6.DOI:10.3969/j.issn.1001-2400.2017.01.017

一种利用像素局部相关性的图像质量评价方法

Local pixel correlation for image quality assessment

路文 1李帅 1徐红强 1何立火1

作者信息

  • 1. 西安电子科技大学电子工程学院,陕西西安 710071
  • 折叠

摘要

Abstract

The available image quality assessment methods are mostly based on the statistical characteristic and seldom consider the change of pixel correlation in conjunction with the quality assessment , which induces the quality assessment metric to be limited in the degradation of image quality caused by the change of pixel correlation . However , the pixel correlation change has a great effect on the image quality , so the pixel correlation for image quality assessment is proposed in this paper . Firstly , the mutual information is utilized to segment the image into non‐overlapped patches that have a minimum intra‐regional diversity and maximum inter‐regional diversity , which explores the relationship between segmented patches and image brightness distribution . Secondly , the correlation is described based on the relative entropy , mutual information and conditional entropy , and the image is then abstracted as the specific information , the saliency information and the entanglement information . Finally , the degradations of image information in the distorted image are mapped together to obtain final image quality . Experimental results show that the proposed framework has good consistency with subjective perception .

关键词

图像质量评价/互信息/像素相关性/人类视觉系统

Key words

image quality assessment/mutual information/pixel correlation/human vision system

分类

信息技术与安全科学

引用本文复制引用

路文,李帅,徐红强,何立火..一种利用像素局部相关性的图像质量评价方法[J].西安电子科技大学学报(自然科学版),2017,44(1):94-99,6.

基金项目

国家自然科学基金资助项目(61372130,61432014,61501349);中央高校基本科研业务费专项资金资助项目(BDY081426, JB140214,XJS14042);陕西省青年科技新星专项资金资助项目(2014KJXX-47);中国博士后科学基金资助项目 ()

西安电子科技大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1001-2400

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