Digital watermarking algorithm based on Kalman filtering and image fusion

被引:5
作者
Zhang, Fan [1 ,2 ]
Zhang, Xinhong [3 ]
Shang, Dongfang [1 ]
机构
[1] Henan Univ, Coll Comp & Informat Engn, Kaifeng 475001, Peoples R China
[2] Henan Univ, Inst Image Proc & Pattern Recognit, Kaifeng 475001, Peoples R China
[3] Henan Univ, Ctr Comp, Kaifeng 475001, Peoples R China
基金
中国国家自然科学基金;
关键词
Watermarking; Image fusion; Kalman filtering; Mutual information; FRAGILE WATERMARKING; CAPACITY; AUTHENTICATION; TRACKING; SCHEME;
D O I
10.1007/s00521-011-0656-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A digital watermarking algorithm based on Kalman filter and image fusion is proposed. The digital watermarking can be viewed as a process that embedding a weak signal (watermark) to a strong signal (original image), so the process of watermarking can be viewed as a process of image fusion. In the proposed watermarking algorithm, the watermark embedding and extraction process are expressed as the state estimate process, and Kalman filter is used as an optimal estimation algorithm in the process of image fusion. An optimal estimation model is built according to the watermark image and the original image, and then the state equation and the corresponding measurement equation are built. The optimal estimation is archived in case of the minimum estimation error variance. Crossentropy and mutual information are used to evaluate the performance of image fusion. Experimental results show that the proposed algorithm has a good performance in both robustness and invisibility.
引用
收藏
页码:1149 / 1157
页数:9
相关论文
共 43 条
[1]  
Alaeddin M, 2010, NEUROCOMPUTING, V73, P937
[2]   Vision-based tracking using intelligent excitation [J].
Cao, Chengyu ;
Hovakimyan, Naira .
INTERNATIONAL JOURNAL OF CONTROL, 2008, 81 (11) :1763-1778
[3]   Preserving robustness and removability for digital watermarks using subsampling and difference correlation [J].
Chang, Chin-Chen ;
Lin, Pei-Yu ;
Yeh, Jieh-Shan .
INFORMATION SCIENCES, 2009, 179 (13) :2283-2293
[4]   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
[5]   Applying REC analysis to ensembles of particle filters [J].
de Pina, Aloisio Carlos ;
Zaverucha, Gerson .
NEURAL COMPUTING & APPLICATIONS, 2009, 18 (01) :25-35
[6]  
Fang Yan-Mei, 2004, Acta Automatica Sinica, V30, P442
[7]  
Fang YM, 2003, PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL II, P948
[8]   An EM algorithm for wavelet-based image restoration [J].
Figueiredo, MAT ;
Nowak, RD .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (08) :906-916
[9]   Paired subimage matching watermarking method on ordered dither images and its high-quality progressive coding [J].
Guo, Jin-Ming ;
Pei, Soo-Chang ;
Lee, Hua .
IEEE TRANSACTIONS ON MULTIMEDIA, 2008, 10 (01) :16-30
[10]   Fragile watermarking based on encoding of the zeroes of the z-transform [J].
Ho, Anthony T. S. ;
Zhu, Xunzhan ;
Shen, Jun ;
Marziliano, Pina .
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2008, 3 (03) :567-569