Increasing image compression rate using steganography

被引:28
作者
Jafari, Reza [1 ]
Ziou, Djemel [1 ]
Rashidi, Mohammad Mehdi [2 ]
机构
[1] Univ Sherbrooke, Dept Comp Sci, Sherbrooke, PQ J1K 2R1, Canada
[2] Bu Ali Sina Univ, Dept Mech Engn, Hamadan, Iran
关键词
Steganography; DCT; DWT; JPEG;
D O I
10.1016/j.eswa.2013.06.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The goal of image compression is to remove the redundancies for minimizing the number of bits required to represent an image while steganography works by embedding the secret data in redundancies of the image in invisibility manner. Our focus in this paper is the improvement of image compression through steganography. Even if the purposes of digital steganography and data compression are by definition contradictory, we use these techniques jointly to compress an image. Hence, two schemes exploring this idea are suggested. The first scheme combines a steganographic algorithm with the baseline DCT-based JPEG, while the second one uses this steganographic algorithm with the DWT-based JPEG. In this study data compression is performed twice. First, we take advantage of energy compaction using JPEG to reduce redundant data. Second, we embed some bit blocks within its subsequent blocks of the same image with steganography. The embedded bits not only increase file size of the compressed image, but also decrease the file size further more. Experimental results show for this promising technique to have wide potential in image coding. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:6918 / 6927
页数:10
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