A robust image watermarking technique using SVD and differential evolution in DCT domain

被引:140
作者
Ali, Musrrat [1 ]
Ahn, Chang Wook [1 ]
Pant, Millie [2 ]
机构
[1] Sungkyunkwan Univ, Dept Comp Engn, Suwon 440746, South Korea
[2] IIT Roorkee, Dept Appl Sci & Engn, Roorkee 247667, Uttar Pradesh, India
来源
OPTIK | 2014年 / 125卷 / 01期
关键词
Singular value decomposition; Discrete cosine transformation; Arnold transform; Differential evolution; SCHEME; OPTIMIZATION;
D O I
10.1016/j.ijleo.2013.06.082
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this paper we applied differential evolution (DE) algorithm to balance the tradeoff between robustness and imperceptibility by exploring multiple scaling factors in image watermarking. First of all, the original image is partitioned into blocks and the blocks are transformed into Discrete Cosine Transform (DCT) domain. The DC coefficients from each block are collected to construct a low-resolution approximation image and apply Singular Value Decomposition (SVD) on this approximation image. After that watermark is embedded by modifying singular values with the singular values of the watermark. The role of DE algorithm is to identify the best multiple scaling factors for embedding process in order to achieve the best performance in terms of robustness without compromising with the quality of the image. To enhance the security, watermark is scrambled by Arnold transform before embedding. Experimental results show that the proposed scheme maintains a satisfactory image quality and watermark can still be identified from a seriously distorted image. (C) 2013 Elsevier GmbH. All rights reserved.
引用
收藏
页码:428 / 434
页数:7
相关论文
共 42 条
[1]   Improved image watermarking scheme using fast Hadamard and discrete wavelet transforms [J].
Abdallah, Ernad E. ;
Ben Hamza, A. ;
Bhattacharya, Prabir .
JOURNAL OF ELECTRONIC IMAGING, 2007, 16 (03)
[2]  
Alexander S., 2005, P 13 EUR SIGN PROC C, P4
[3]   A singular-value decomposition-based image watermarking using genetic algorithm [J].
Aslantas, Veysel .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2008, 62 (05) :386-394
[4]   An optimal robust digital image watermarking based on SVD using differential evolution algorithm [J].
Aslantas, Veysel .
OPTICS COMMUNICATIONS, 2009, 282 (05) :769-777
[5]   A new robust reference watermarking scheme based on DWT-SVD [J].
Bhatnagar, Gaurav ;
Raman, Balasubramanian .
COMPUTER STANDARDS & INTERFACES, 2009, 31 (05) :1002-1013
[6]   Locally optimum nonlinearities for DCT watermark detection [J].
Briassouli, A ;
Strintzis, MG .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (12) :1604-1617
[7]  
Cox I. J., 2002, Digital watermarking, V53
[8]   Secure spread spectrum watermarking for multimedia [J].
Cox, IJ ;
Kilian, J ;
Leighton, FT ;
Shamoon, T .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (12) :1673-1687
[9]   A color image watermarking scheme based on hybrid classification method Particle swarm optimization and k-nearest neighbor algorithm [J].
Findik, Oguz ;
Babaoglu, Ismail ;
Ulker, Erkan .
OPTICS COMMUNICATIONS, 2010, 283 (24) :4916-4922
[10]  
Ganic Emir, 2004, P 2004 WORKSHOP MULT, P166, DOI DOI 10.1145/1022431.1022461