An effective SVD-based image tampering detection and self-recovery using active watermarking

被引:92
|
作者
Dadkhah, Sajjad [1 ]
Abd Manaf, Azizah [2 ]
Hori, Yoshiaki [3 ]
Hassanien, Aboul Ella [4 ]
Sadeghi, Somayeh [5 ]
机构
[1] Univ Teknol Malaysia, Fac Comp, Kuala Lumpur 54100, Malaysia
[2] Univ Teknol Malaysia, Adv Informat Sch, Kuala Lumpur 54100, Malaysia
[3] Saga Univ, Org Gen Educ, Saga 8408502, Japan
[4] Cairo Univ, Dept Informat Technol, Giza, Egypt
[5] Univ Malaya, Fac Comp Sci & Informat Technol, Kuala Lumpur, Malaysia
关键词
SVD; Tamper localization; Self-recovery; Image security; Active watermarking; FRAGILE WATERMARKING; AUTHENTICATION; SCHEME;
D O I
10.1016/j.image.2014.09.001
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, an effective tamper detection and self-recovery algorithm based on singular value decomposition (SVD) is proposed. This method generates two distinct tamper detection keys based on the singular value decomposition of the image blocks. Each generated tamper detection and self-recovery key is distinct for each image block and is encrypted using a secret key. A random block-mapping sequence and three unique optimizations are employed to improve the efficiency of the proposed tamper detection and the robustness against various security attacks, such as collage attack and constant-average attack. To improve the proposed tamper localization, a mixed block-partitioning technique for 4 x 4 and 2 x 2 blocks is utilized. The performance of the proposed scheme and its robustness against various tampering attacks is analyzed. The experimental results demonstrate that the proposed tamper detection is superior in terms of tamper detection efficiency with a tamper detection rate higher than 99%, security robustness and self-recovery image quality for tamper ratio up to 55%. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:1197 / 1210
页数:14
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