Title : 
Blind steganalysis method for BMP images based on statistical MWCF and F-score method
         
        
            Author : 
Zhang, Xue ; Zhong, Shang-ping
         
        
            Author_Institution : 
Coll. of Math. & Comput. Sci., Fuzhou Univ., Fuzhou, China
         
        
        
        
        
        
            Abstract : 
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.
         
        
            Keywords : 
feature extraction; filtering theory; image processing; statistical analysis; steganography; wavelet transforms; BMP image; F-score feature selection; FS-MWCF method; bind steganalysis; blind steganalyzer; filter; statistical MWCF; statistical moments; steganography; wavelet characteristic functions; Feature extraction; Fourier transforms; Image analysis; Machine learning; Object detection; Pattern analysis; Pattern recognition; Steganography; Testing; Wavelet analysis; Blind steganalysis; F-score; Feature selection; Wavelet characteristic functions;
         
        
        
        
            Conference_Titel : 
Wavelet Analysis and Pattern Recognition, 2009. ICWAPR 2009. International Conference on
         
        
            Conference_Location : 
Baoding
         
        
            Print_ISBN : 
978-1-4244-3728-3
         
        
            Electronic_ISBN : 
978-1-4244-3729-0
         
        
        
            DOI : 
10.1109/ICWAPR.2009.5207472