An efficient image encryption using non-dominated sorting genetic algorithm-III based 4-D chaotic mapsImage encryption

被引:0
作者
Anvita Gupta
Dilbag Singh
Manjit Kaur
机构
[1] University Institute of Engineering,Department of Computer Science and Engineering
[2] Chandigarh University,Department of Computer Science and Engineering, School of Computing and Information Technology
[3] Manipal University Jaipur,Department of Computer and Communication Engineering, School of Computing and Information Technology
[4] Manipal University Jaipur,undefined
来源
Journal of Ambient Intelligence and Humanized Computing | 2020年 / 11卷
关键词
Image encryption; 4-D chaotic map; NSGA-III; Security evaluation;
D O I
暂无
中图分类号
学科分类号
摘要
Chaotic maps are extensively utilized in the field of image encryption to generate secret keys. However, these maps suffer from hyper-parameters tuning issues. These parameters are generally selected on hit and trial basis. However, inappropriate selection of these parameters may reduce the performance of chaotic maps. Also, these hyper-parameters are not sensitive to input images. Therefore, in this paper, to handle these issues, a non-dominated sorting genetic algorithm-III (NSGA) based 4-D chaotic map is designed. Additionally, to improve the computational speed of the proposed approach, we have designed a novel master-slave model for image encryption. Initially, computationally expensive operations such as mutation and crossover of NSGA-III are identified. Thereafter, NSGA-III parameters are split among two jobs, i.e., master and slave jobs. For communication between master and slave nodes, the message passing interface is used. Extensive experimental results reveal that the proposed image encryption technique outperforms the existing techniques in terms of various performance measures.
引用
收藏
页码:1309 / 1324
页数:15
相关论文
共 50 条
  • [31] An Efficient Image Encryption Algorithm Based on Three-dimensional Chaotic Map
    Ye, Guodong
    Huang, Xiaoling
    Pan, Chen
    ICAIP 2018: 2018 THE 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN IMAGE PROCESSING, 2018, : 78 - 82
  • [32] Image encryption algorithm based on 2D-CLICM chaotic system
    Jiang, Xiaoman
    Jiang, Guangyu
    Wang, Qingke
    Shu, DongDong
    IET IMAGE PROCESSING, 2023, 17 (07) : 2127 - 2141
  • [33] A novel image encryption algorithm based on a 3D chaotic map
    Kanso, A.
    Ghebleh, M.
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2012, 17 (07) : 2943 - 2959
  • [34] Efficient Image Encryption Scheme Based on 4-Dimensional Chaotic Maps
    Kanso, Ali
    Ghebleh, Mohammad
    Alazemi, Abdullah
    INFORMATICA, 2020, 31 (04) : 793 - 820
  • [35] A novel image encryption algorithm based on hybrid chaotic maps using a key image
    Benaissi, Sellami
    Chikouche, Noureddine
    Hamza, Rafik
    OPTIK, 2023, 272
  • [36] An efficient chaos based image encryption algorithm using enhanced thorp shuffle and chaotic convolution function
    C. Madan Kumar
    R. Vidhya
    M. Brindha
    Applied Intelligence, 2022, 52 : 2556 - 2585
  • [37] An efficient chaos based image encryption algorithm using enhanced thorp shuffle and chaotic convolution function
    Kumar, C. Madan
    Vidhya, R.
    Brindha, M.
    APPLIED INTELLIGENCE, 2022, 52 (03) : 2556 - 2585
  • [38] An efficient image encryption algorithm based on multi chaotic system and random DAN coding
    Jiming Zheng
    Zheng Luo
    Qingxia Zeng
    Multimedia Tools and Applications, 2020, 79 : 29901 - 29921
  • [39] A research on family flexible load scheduling based on improved non-dominated sorting genetic algorithm
    Wang, Xiaohui
    Tu, Jialing
    Qiu, Ying
    JOURNAL OF BUILDING ENGINEERING, 2023, 71
  • [40] A novel image encryption algorithm based on genetic recombination and hyper-chaotic systems
    Wang, Xingyuan
    Zhang, Hui-li
    NONLINEAR DYNAMICS, 2016, 83 (1-2) : 333 - 346