Steganalysis of JPEG images by block texture based segmentation

Verfasser / Beitragende:
[Ran Wang, Mankun Xu, Xijian Ping, Tao Zhang]
Ort, Verlag, Jahr:
2015
Enthalten in:
Multimedia Tools and Applications, 74/15(2015-08-01), 5725-5746
Format:
Artikel (online)
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024 7 0 |a 10.1007/s11042-014-1880-y  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s11042-014-1880-y 
245 0 0 |a Steganalysis of JPEG images by block texture based segmentation  |h [Elektronische Daten]  |c [Ran Wang, Mankun Xu, Xijian Ping, Tao Zhang] 
520 3 |a The current JPEG steganalysis systems have attained outstanding achievements. A considerable variety of strategies for feature extraction are developed. However, a common shortcoming in the traditional image steganalysis techniques is that they are conducted on the entire image and do not take advantage of the content diversity. In this paper, a new steganalysis algorithm based on image segmentation is proposed to enable us to utilize the content characteristics of JPEG images. The images are segmented into several sub-images according to the texture complexity. The steganalysis features of each type of sub-images with the same or close texture complexity are extracted separately to build a classifier. The steganalysis results of the entire image are determined through a weighted fusing process. Experimental results demonstrate that the proposed method exhibits excellent performance and significantly improves the detection accuracy. 
540 |a Springer Science+Business Media New York, 2014 
690 7 |a Steganalysis  |2 nationallicence 
690 7 |a JPEG steganography  |2 nationallicence 
690 7 |a Image texture  |2 nationallicence 
690 7 |a Image segmentation  |2 nationallicence 
700 1 |a Wang  |D Ran  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
700 1 |a Xu  |D Mankun  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
700 1 |a Ping  |D Xijian  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
700 1 |a Zhang  |D Tao  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
773 0 |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/15(2015-08-01), 5725-5746  |x 1380-7501  |q 74:15<5725  |1 2015  |2 74  |o 11042 
856 4 0 |u https://doi.org/10.1007/s11042-014-1880-y  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s11042-014-1880-y  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Wang  |D Ran  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Xu  |D Mankun  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Ping  |D Xijian  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Zhang  |D Tao  |u Zhengzhou Information Science and Technology Institute, 450002, Zhengzhou, Henan, China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/15(2015-08-01), 5725-5746  |x 1380-7501  |q 74:15<5725  |1 2015  |2 74  |o 11042