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基于均匀量化的二维多尺度排列熵算法

王大铭 史鹏飞 雷一航 边皓冉 梁敏 常利伟

通信学报2024,Vol.45Issue(z1):75-86,12.
通信学报2024,Vol.45Issue(z1):75-86,12.DOI:10.11959/j.issn.1000-436x.2024221

基于均匀量化的二维多尺度排列熵算法

Two-dimensional multi-scale permutation entropy algorithm based on uniform quantization

王大铭 1史鹏飞 1雷一航 1边皓冉 1梁敏 1常利伟1

作者信息

  • 1. 山西财经大学信息学院,山西 太原 030006
  • 折叠

摘要

Abstract

In order to solve the problem that equal values in the subsequence lead to an increase in the probability of cer-tain ordinal patterns when extending the permutation entropy algorithm to two-dimensional domain,a two-dimensional multi-scale permutation entropy based on uniform quantization(MUPE2D)algorithm based on uniform quantization was proposed.By redefining the ordinal patterns based on uniform quantization,the effect of equal values on the calculation was eliminated.The MUPE2D algorithm was used to investigate various synthetic textures,MIX2D(p)images and en-crypted images.The results reveal that MUPE2D is able to effectively quantify the complexity and information conceal-ment capabilities of encrypted images even if there are a large number of equal values.Consequently,the MUPE2D algo-rithm provides an effective means for evaluating images.

关键词

二维排列熵/多尺度熵/加密图像分析/纹理分析

Key words

two-dimensional permutation entropy/multi-scale entropy/encrypted image analysis/texture analysis

分类

信息技术与安全科学

引用本文复制引用

王大铭,史鹏飞,雷一航,边皓冉,梁敏,常利伟..基于均匀量化的二维多尺度排列熵算法[J].通信学报,2024,45(z1):75-86,12.

基金项目

国家自然科学基金资助项目(No.62105190) (No.62105190)

山西省自然科学基金资助项目(No.20210302124268,No.20210302124290) (No.20210302124268,No.20210302124290)

教育部人文社会科学研究基金一般项目(No.23YJCZH009) (No.23YJCZH009)

中央引导地方科技发展资金资助项目(No.YDZJSX20231A057) (No.YDZJSX20231A057)

山西省教学改革创新基金资助项目(No.J20230634)The National Natural Science Foundation of China(No.62105190),The Natural Science Foundation of Shanxi Province(No.20210302124268,No.20210302124290),The Humanities and Social Sciences Research Foundation of the Ministry of Education of China(No.23YJCZH009),The Central Government Funds of Guiding Local Scientific and Technological Development(No.YDZJSX20231A057),Shanxi Province Teaching Reform and Innovation Project(No.J20230634) (No.J20230634)

通信学报

OA北大核心CSTPCD

1000-436X

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