基于统计MWCF和f -评分法的BMP图像盲隐写分析方法

Xue Zhang, S. Zhong
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引用次数: 7

摘要

随着隐写技术的多样化,对一种好的盲隐写分析器的需求越来越大。近年来提出了一种基于小波特征函数统计矩的盲隐写分析方法,但其泛化能力较差。为了改善这个缺点,使用F-score特征选择方法来过滤从MWCF计算的不相关的冗余特征。本文将MWCF法与F-score法相结合,提出了一种改进的盲隐写分析方法,简称FS-MWCF法。实验结果表明,FS-MWCF方法具有更好的泛化能力和较低的分类时间复杂度,不到MWCF方法的一半。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Blind steganalysis method for BMP images based on statistical MWCF and F-score method
As the steganography technology becomes diversified recently, a good blind steganalyzer is in great request. In recent works, a blind steganalysis based on statistical moments of wavelet characteristic functions (MWCF) is proposed, but it has poor generalization ability to some extent. To improve this weakness, the F-score feature selection method is used to filter irrelevant, redundant features calculated from MWCF. By combining MWCF and F-score method, an improved blind steganalysis method is proposed in this article, called FS-MWCF method in short. Experimental results show that the FS-MWCF method has better generalization ability and lower classifying time complexity, less than half of that using MWCF method.
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