Title :
Performance study on block-based image steganalysis
Author :
Cho, Seongho ; Cha, Byung-Ho ; Wang, Jingwei ; Kuo, C. -C Jay
Author_Institution :
Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Block-based image steganalysis, which uses smaller homogenous blocks from a given test image, was previously proposed to improve the steganalysis performance. Performance study on block-based image steganalysis in terms of block sizes and block numbers is conducted in this research. First, we analyze the dependence of the steganalysis performance on one of these two factors, and show that a larger block size and a larger block number will lead to better steganalysis performance. Our study is verified by experimental results. For a given test image, there exists a trade-off between the block size and the block number, and it is shown that a balance between the block size and the block number can result in better steganalysis performance.
Keywords :
image processing; steganography; block numbers; block sizes; block-based image steganalysis; Accuracy; Discrete cosine transforms; Feature extraction; Markov processes; Pixel; Testing; Training;
Conference_Titel :
Circuits and Systems (ISCAS), 2011 IEEE International Symposium on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-9473-6
Electronic_ISBN :
0271-4302
DOI :
10.1109/ISCAS.2011.5938149