An optimized watermarking scheme based on genetic algorithm and elliptic curve

被引:1
|
作者
Azam, Naveed Ahmed [1 ,2 ]
Haider, Takreem [2 ,3 ,4 ]
Hayat, Umar [2 ,5 ]
机构
[1] Kyoto Univ, Grad Sch Informat, Dept Appl Math & Phys, Kyoto 6068501, Japan
[2] Quaid i Azam Univ, Dept Math, Islamabad 45320, Pakistan
[3] Indiana Univ, Luddy Sch Informat Comp & Engn, Bloomington, IN 47408 USA
[4] Natl Univ Sci & Technol, Coll Elect & Mech Engn, Dept Basic Sci & Humanities, Islamabad, Pakistan
[5] Univ Surrey, Dept Comp Sci, Guildford GU2 7XH, England
关键词
Image watermarking; Pseudo-random number generator; Elliptic curve; Genetic algorithm; Optimization; IMAGE WATERMARKING; WAVELET TRANSFORM; ROBUST; SELECTION;
D O I
10.1016/j.swevo.2024.101723
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Digital watermarking serves as a crucial tool for tracing copyright infringements and ensuring the authenticity and integrity of sensitive information. The fundamental concept involves embedding a watermark in the host information, ensuring its undetectability by unauthorized parties. The efficacy of a watermarking scheme mainly depends on achieving high levels of imperceptibility, robustness, and embedding capacity. These attributes are intricately linked to both the selection of the host information segment and the embedding factor. Existing schemes often (i) employ the entire host information for embedding, incurring computational expenses, and (ii) optimize the embedding factor without considering imperceptibility, robustness, and embedding capacity simultaneously, resulting in less secure watermarks. To address these limitations, we introduce a novel watermarking scheme leveraging elliptic curves (ECs) and genetic algorithms (GA). We model the choice of the embedding part by generating pseudo-random numbers over ECs, taking advantage of their proven sensitivity, security, and low computational complexity. Due to parallel search and adaptability to non-linear relationships of GA, the scheme employs genetic optimization with a multivariate objective function to establish a balance between imperceptibility, robustness, and embedding capacity for optimal watermarked generation. Rigorous analysis and comparisons demonstrate that our proposed scheme attains significantly higher imperceptibility, robustness, and embedding capacity compared to existing optimized schemes. Furthermore, our scheme exhibits a speed advantage, being up to 278 and 21 times faster than optimized and non-optimized schemes, respectively, thereby affirming its practical applicability.
引用
收藏
页数:19
相关论文
共 50 条
  • [41] A Genetic Algorithm Based Oblivious Image Watermarking Scheme using Singular Value Decomposition (SVD)
    Jagadeesh, B.
    Kumar, S. Srinivas
    Rajeswari, K. Raja
    2009 FIRST INTERNATIONAL CONFERENCE ON NETWORKS & COMMUNICATIONS (NETCOM 2009), 2009, : 224 - +
  • [42] Reversible Image Watermarking Based on Genetic Algorithm
    Chen, Yueh-Hong
    Huang, Hsiang-Cheh
    2014 TENTH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP 2014), 2014, : 21 - 24
  • [43] Enhanced SVD Based Watermarking with Genetic Algorithm
    Jung, Heechul
    Jeon, Moongu
    COMMUNICATION AND NETWORKING, 2009, 56 : 586 - 593
  • [44] Memetic Algorithm-Based Image Watermarking Scheme
    Zhang, Qingzhou
    Wang, Ziqiang
    Zhang, Dexian
    ADVANCES IN NEURAL NETWORKS - ISNN 2008, PT I, PROCEEDINGS, 2008, 5263 : 845 - 853
  • [45] Reversible watermarking algorithm based on wavelet lifting scheme
    Gao, Tie-Gang
    Gu, Qiao-Lun
    2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 1771 - +
  • [46] Reversible watermarking algorithm based on wavelet lifting scheme
    Gao, Tiegang
    Gu, Qiaolun
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2008, 6 (04) : 643 - 652
  • [47] Dynamic user authentication scheme based on the generalized elliptic curve signature scheme
    School of Electronic and Information Engineering, Beijing Univ. of Aeronautics and Astronautics, Beijing 100083, China
    不详
    Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron, 2006, 10 (1569-1571):
  • [48] Elliptic Curve Digital Signature Algorithm (ECDSA) Certificate Based Authentication Scheme for Advanced Metering Infrastructure
    Farooq, Shaik Mullapathi
    Hussain, S. M. Suhail
    Ustun, Taha Selim
    2019 INNOVATIONS IN POWER AND ADVANCED COMPUTING TECHNOLOGIES (I-PACT), 2019,
  • [49] A Novel Multiple Objective Optimized Dual Watermarking Scheme Based On DWT-SVD Using Firefly Algorithm
    Sejpal, Shveti
    Shah, Nikesh
    2016 INTERNATIONAL CONFERENCE ON COMPUTING, ANALYTICS AND SECURITY TRENDS (CAST), 2016, : 46 - 51
  • [50] Selection of Security Elliptic Curve Based on Evolution Algorithm
    Wang, Maocai
    Dai, Guangming
    Hu, Hanping
    Pen, Lei
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL I, 2009, : 55 - +