DocumentCode :
431558
Title :
Steganalysis of halftone images
Author :
Jiang, Ming ; Wong, Edward K. ; Memon, Nasir ; Wu, Xiaolin
Author_Institution :
Dept. of Comput. & Inf. Sci., Polytech. Univ. Brooklyn, NY, USA
Volume :
2
fYear :
2005
fDate :
18-23 March 2005
Abstract :
We present a novel steganalysis technique for halftone images without knowledge of the original cover image. We first convert halftone images into grayscale-like images by low-pass filtering. The low-pass-filtered image is then decomposed using quadrature mirror filters, and a set of subband coefficients are generated at different scales and orientations. Next, a set of statistical features are computed from the subband coefficients and their predicated errors. Using Fisher linear discriminant analysis, a statistical classifier is designed to detect marked images. Experimental results demonstrate the effectiveness and accuracy of the proposed technique.
Keywords :
data encapsulation; image classification; low-pass filters; quadrature mirror filters; statistical analysis; Fisher linear discriminant analysis; cover image; grayscale-like images; halftone images; low-pass filtering; marked images; quadrature mirror filters; statistical classifier; steganalysis technique; steganography; subband coefficients; Art; Context; Decoding; Filtering; Gray-scale; Image converters; Linear discriminant analysis; Low pass filters; Mirrors; Steganography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8874-7
Type :
conf
DOI :
10.1109/ICASSP.2005.1415524
Filename :
1415524
Link To Document :
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