Blind image steganalysis using features extraction and machine learning

被引:0
作者
Hermassi, Houcemeddine [1 ]
机构
[1] CARTHAGE Univ, LR RISC ENIT, TUNIS ELMANAR Univ, ENICARTHAGE, Tunis, Tunisia
来源
2021 18TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD) | 2021年
关键词
Steganography; Steganalysis; Features Extraction; Ensemble Classifier; Machine Learning;
D O I
10.1109/SSD52085.2021.9429334
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The main theme of this work is the steganalysis of image steganography techniques by classification and feature extraction methods. Our contribution is to improve a steganalysis algorithm and implement it to extract the characteristics of the Cover and Stego images. Thus the use of a modern Machine Learning "Ensemble Classifier" is presented here as a powerful development tool that allows the rapid construction of steganographic detectors with significantly improved detection accuracy in a wide range of integration methods. The power of the proposed framework is demonstrated by a steganographic method nsF5 which masks one or more messages in JPEG images.
引用
收藏
页码:673 / 680
页数:8
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