Universal statistical steganalytic method

被引:5
作者
Broda, Martin [1 ]
Hajduk, Vladimir [1 ]
Levicky, Dusan [1 ]
机构
[1] Tech Univ Kosice, Dept Elect & Multimedia Commun, Letna 9, Kosice 04200, Slovakia
来源
JOURNAL OF ELECTRICAL ENGINEERING-ELEKTROTECHNICKY CASOPIS | 2017年 / 68卷 / 02期
关键词
steganalysis; ensemble classifier; detection; DWT; DCT; statistical features;
D O I
10.1515/jee-2017-0016
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
Novel image steganalytic method used to detection of secret message in static images is introduced in this paper. This method is based on statistical steganalysis (SS), where statistical vector is composed by 285 statistical features (parameters) extracted from DCT (Discrete Cosine Transformation) domain and 46 features extracted mainly from DWT (Discrete Wavelet Transformation) domain. Classification process was realized by Ensemble classifier that was helpful in reduction of computational and time complexity. Proposed steganalytic method was verified by detection of popular image steganographic methods. Novel method was also compared with existing steganalytic methods by overall detection accuracy of a secret message.
引用
收藏
页码:117 / 124
页数:8
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