An adaptive pixel value ordering based reversible data hiding scheme for images

被引:5
|
作者
Melendez-Melendez, G. [1 ]
Morales-Reyes, Alicia [1 ]
Cumplido, Rene [1 ]
机构
[1] Natl Inst Astrophys Opt & Elect, Santa Maria Tonantzintla 72840, Puebla, Mexico
关键词
Reversible data hiding; Pixel value ordering; Adaptive embedding; Flexible block partition; Genetic algorithm; PREDICTION-ERROR; MEDICAL IMAGES; WATERMARKING; INTELLIGENT;
D O I
10.1016/j.eswa.2023.120809
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pixel value ordering (PVO) is a prominent method for reversible data hiding, which has gained increasing research interest in recent years due to its effective performance producing high-fidelity marked images. PVObased methods performance lies on block dimensions and thresholds for classification. However, most methods determine proper parameters by performing exhaustive searches in restricted search spaces. In this paper, we present a novel Pixel Value Ordering technique based on Genetic Algorithms (PVO-GA) to address these issues. PVO-GA uses flexible sized blocks to take advantage of different block features, to better exploit image redundancy. A genetic algorithm is introduced to optimize the embedding process since the solutions space is greatly expanded. Results showed that PVO-GA achieves satisfactory levels in terms of the introduced distortion while significantly reduces the computational cost needed to find the optimal set of insertion parameters when compared to previous methods.
引用
下载
收藏
页数:12
相关论文
共 50 条
  • [31] Reversible data hiding for color images based on prediction-error value ordering and adaptive embedding☆
    Wang, Hui
    Wang, Detong
    Chu, Zhihui
    Rao, Zheheng
    Yao, Ye
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2024, 103
  • [32] A novel pixel value ordering reversible data hiding based on dual-image
    Yuhang Niu
    Shuyuan Shen
    Multimedia Tools and Applications, 2022, 81 : 13751 - 13771
  • [33] Reversible Data Hiding Algorithm Based on Pixel Value Ordering and Edge Detection Mechanism
    Nguyen, Thai-Son
    Tram, Hoang-Nam
    Vo, Phuoc-Hung
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2022, 16 (10): : 3406 - 3418
  • [34] A novel pixel value ordering reversible data hiding based on dual-image
    Niu, Yuhang
    Shen, Shuyuan
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (10) : 13751 - 13771
  • [35] Pixel-based pixel value ordering predictor for high-fidelity reversible data hiding
    Qu, Xiaochao
    Kim, Hyoung Joong
    SIGNAL PROCESSING, 2015, 111 : 249 - 260
  • [36] Reversible Data Hiding Based on Improved Block Selection Strategy and Pixel Value Ordering
    Tang, Xin
    Zhou, Linna
    Tang, Guang
    Cheng, Yixuan
    2021 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS DASC/PICOM/CBDCOM/CYBERSCITECH 2021, 2021, : 619 - 627
  • [37] An Adaptive Reversible Data Hiding Scheme for JPEG Images
    Yin, Jiaxin
    Wang, Rui
    Guo, Yuanfang
    Liu, Feng
    DIGITAL FORENSICS AND WATERMARKING, IWDW 2016, 2017, 10082 : 456 - 469
  • [38] Reversible Data Hiding Based on Multichannel Difference Value Ordering for Color Images
    Kong, Yongjun
    Ke, Yan
    Zhang, MinQing
    Su, TingTing
    Ge, Yu
    Yang, Sha
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [39] High-capacity reversible data hiding in encrypted images based on pixel-value-ordering and histogram shifting
    Wang, Yaomin
    Xiong, Gangqiang
    He, Wenguang
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 211
  • [40] Data Hiding Scheme Based on Pixel-Value Differencing in Dual Images
    Jung, Ki-Hyun
    2018 INTERNATIONAL CONFERENCE ON ELECTRONICS, INFORMATION, AND COMMUNICATION (ICEIC), 2018, : 165 - 167