[1]顼 聪,朱 毅,陶永鹏,等.基于预测误差绝对值标记的加密图像可逆信息隐藏方法[J].南京师大学报(自然科学版),2024,(04):126-134.[doi:10.3969/j.issn.1001-4616.2024.04.014]
　Xu Cong,Zhu Yi,Tao Yongpeng,et al.Reversible Data Hiding Method in Encrypted Images Based on Prediction Error Absolute Value Labeling[J].Journal of Nanjing Normal University(Natural Science Edition),2024,(04):126-134.[doi:10.3969/j.issn.1001-4616.2024.04.014]
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基于预测误差绝对值标记的加密图像可逆信息隐藏方法()
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《南京师大学报（自然科学版）》[ISSN:1001-4616/CN:32-1239/N]

卷:
期数:
2024年04期
页码:
126-134
栏目:
计算机科学与技术
出版日期:
2024-12-15

文章信息/Info

Title:
Reversible Data Hiding Method in Encrypted Images Based on Prediction Error Absolute Value Labeling
文章编号:
1001-4616(2024)04-0126-09
作者:
顼 聪; 朱 毅; 陶永鹏; 王兴田
(大连外国语大学,辽宁 大连 116044)
Author(s):
Xu Cong; Zhu Yi; Tao Yongpeng; Wang Xingtian
(Dalian University of Foreign Language,Dalian 116044,China)
关键词:
加密图像; 可逆信息隐藏; 预测误差绝对值; 哈夫曼编码
Keywords:
encrypted image; reversible data hiding; prediction error absolute value; Huffman coding
分类号:
TP391
DOI:
10.3969/j.issn.1001-4616.2024.04.014
文献标志码:
A
摘要:
随着云计算的发展,加密图像可逆信息隐藏技术得到了越来越多研究者的关注,并广泛应用于司法、军事、医疗等领域. 本文提出了一种基于预测误差绝对值标记的加密图像可逆信息隐藏算法. 首先,使用中值边缘检测器获取原始图像像素预测值,并计算预测误差的绝对值; 然后根据其二进制序列从最高有效位到最低有效位存在多个连续0值的分布状况,构建最优二叉树以生成自适应的哈夫曼编码; 最后通过哈夫曼编码标记对应的预测误差绝对值像素,以腾出空间进行信息嵌入. 实验结果表明:该算法能够实现信息的完整提取和图像的无损恢复,与同类算法相比,能够有效地提高图像机密信息的嵌入率.
Abstract:
With the development of cloud computing,reversible data hiding technology for encrypted images has attracted more and more attention from researchers and has been widely applied in the fields of justice,military,and medical treatment. This paper proposes an algorithm for reversible data hiding in encrypted images based on prediction error absolute value labeling. Firstly,the median edge detector is used to obtain the pixel prediction value of the original image and calculate the prediction error absolute value; Then,according to the distribution of multiple consecutive zeros in its binary sequence from the most significant bit to the least significant bit,the optimal binary tree is constructed to generate adaptive Huffman coding. Finally,the corresponding prediction error absolute value pixels are labeled by Huffman coding to make room for data embedding. Experimental results show that the algorithm can achieve complete data extraction and lossless image restoration,and can effectively improve the embedding rate of image confidential data compared with similar algorithms.

参考文献/References:

[1]CHEN H S,NI J Q,HONG W. High-fidelity reversible data hiding using directionally enclosed prediction[J]. IEEE signal processing letters,2017,24(5):574-578.
[2]HONG W,CHEN T S,CHEN J. Reversible data hiding using delaunay triangulation and selective embedment[J]. Information sciences,2015,308(1):140-154.
[3]FRIDRICH J,GOLJAN M,DU R. Lossless data embedding—new paradigm in digital watermarking[J]. Journal on applied signal processing,2002(2):185-196.
[4]CELIK M U,SHARMA G,TEKALP A M,et al. Lossless generalized-LSB data embedding[J]. IEEE transactions on image processing,2005,14(2):253-266.
[5]NI Z C,SHI Y Q,ANSARI N,et al. Reversible data hiding[J]. IEEE transactions on circuits and systems for video technology,2006,16(3):354-362.
[6]THODI D M,RODRIGUEZ J J. Expansion embedding techniques for reversible watermarking[J]. IEEE transactions on image processing,2007,16(3):721-730.
[7]TIAN J. Reversible data embedding using a difference expansion[J]. IEEE transactions on circuits and systems for video technology,2003,13(8):890-896.
[8]LI R,LI X Y. Pixel value ordering reversible data hiding algorithm based on image block selection[J]. Journal of image and graphics,2017,22(12):1664-1676.
[9]LIAO X,LI K,ZHU X,et al. Robust detection of image operator chain with two-stream convolutional neural network[J]. IEEE Journal of selected topics in signal processing,2020,14(5)955-968.
[10]SHI Y Q,LI X,ZHANG X,et al. Reversible data hiding:advances in the past two decades[J]. IEEE access,2016(4):3210-3237.
[11]LIAO X,YU Y,LI B,et al. A new payload partition strategy in color image steganography[J]. IEEE transaction on circuits and system for video technology,2020,30(3):685-696.
[12]LIAO X,YIN J,CHEN M,et al. Adaptive payload distribution in multiple images steganography based on image texture features[J]. IEEE transaction on dependable and secure computing,2020. doi:10.1109/TDSC.2020.3004708.
[13]ZHANG X P. Reversible data hiding in encrypted image[J]. IEEE signal processing letters,2011,18(4):255-258.
[14]QIN C,QIAN X K,HONG W,et al. An efficient coding scheme for reversible data hiding in encrypted image with redundancy transfern[J]. Information sciences,2019,487(6):176-192.
[15]MA K,ZHANG W,ZHAO X,et al. Reversible data hiding in encrypted images by reserving room before encryption[J]. IEEE transactions on information forensics and secur,2013,8(3):553-562.
[16]PUTEAUX P,PUECH W. An efficient MSB prediction-based method for high-capacity reversible data hiding in encrypted images[J]. IEEE transactions on information forensics and security,2018,13(7):1670-1681.
[17]PUTEAUX P,PUECH W. Epe-based huge-capacity reversible data hiding in encrypted images[C]//2018 IEEE International Workshop on Information Forensics and Security(WIFS),IEEE,2018:1-7.
[18]PUTEAUX P,PUECH W. A recursive reversible data hiding in encrypted images method with a very high payload[J]. IEEE transaction on multimedia,2021,23:636-650.
[19]CHEN F,YUAN Y,HE H,et al. Multi-MSB compression based reversible data hiding scheme in encrypted images[J]. IEEE transaction on circuits and system for video technology,2021,31(3):905-916.
[20]YIN Z X,SHE X M,TANG J,et al. Reversible data hiding in encrypted images based on pixel prediction and multi-MSB planes rearrangement[J]. Signal processing,2021,187(10):10814.
[21]YIN Z,XIANG Y,ZHANG X. Reversible data hiding in encrypted images based on multi-MSB prediction and Huffman coding[J]. IEEE transaction on multimedia,2020,22(4):874-884.
[22]GAO G Y,ZHANG L P,LIN Y,et al. High-performance reversible data hiding in encrypted images with adaptive Huffman code[J]. Digital signal processing,2023,133:103870.

备注/Memo

备注/Memo:
收稿日期:2024-03-20.
基金项目:辽宁省教育厅科研项目(LJKMZ20221552).
通讯作者:顼聪,副教授,研究方向:信息隐藏、图像安全. E-mail:xucongdlmu@163.com
更新日期/Last Update: 2024-12-15