Two Robust Perceptual Image Hashing Schemes Based on Discrete Wavelet Transform

被引:0
|
作者
Hu, Chunqiang [1 ,2 ]
Yang, Feihong [1 ,2 ]
Xing, Xiaoshuang [3 ]
Liu, Hang [4 ]
Xiang, Tao [5 ]
Xia, Hui [6 ]
机构
[1] Chongqing Univ, Sch Big Data & Software Engn, Minist Educ, Chongqing 400044, Peoples R China
[2] Chongqing Univ, Key Lab Dependable Serv Comp Cyber Phys Soc, Minist Educ, Chongqing 400044, Peoples R China
[3] Changshu Inst Technol, Sch Comp Sci & Engn, Suzhou 215556, Peoples R China
[4] Catholic Univ Amer, Dept Elect Engn & Comp Sci, Washington, DC 20064 USA
[5] Chongqing Univ, Coll Comp Sci, Chongqing 400044, Peoples R China
[6] Ocean Univ China, Coll Comp Sci & Technol, Qingdao 266100, Peoples R China
基金
中国国家自然科学基金;
关键词
Feature extraction; Discrete wavelet transforms; Robustness; Transforms; Security; Consumer electronics; Resists; Noise; Image color analysis; Image coding; Image hashing; image correction; singular value decomposition; discrete wavelet transform; RING PARTITION; PATTERN; SECURE;
D O I
10.1109/TCE.2024.3474744
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
Robustness, discrimination and security are essential characteristics of perceptual image hashing in cloud computing. In this paper, we propose two image hashing schemes based on block discrete wavelet transform (BDWT) to achieve these three characteristics. The basic scheme combines block discrete wavelet transform, singular value decomposition and statistics feature to extract the features of each overlapping image block. And chaotic cryptography is applied to encrypt these features. Furthermore, image correction is added to the basic scheme to realize a more comprehensive image hashing IC-BDWT, which can resist rotation attack. Meanwhile, we conduct experiments on 400 images from four public databases to analyze the proposed schemes. The receiver operating characteristic (ROC) curve of the experimental results demonstrates that the proposed hashing algorithms exhibit superior robustness and discrimination compared to the latest hashing algorithms under common content-preserving attacks. And the IC-BDWT hashing is far better than other algorithms in resisting rotation attack. Experimental results show that our schemes are secure and sensitive to secret keys.
引用
收藏
页码:6533 / 6546
页数:14
相关论文
共 50 条
  • [31] Perceptual image compression with wavelet transform
    Lai, YK
    Kuo, CCJ
    ISCAS '98 - PROCEEDINGS OF THE 1998 INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-6, 1998, : C29 - C32
  • [32] Robust Hashing Based on Quaternion Gyrator Transform for Image Authentication
    Ouyang, Junlin
    Zhang, Xiao
    Wen, Xingzi
    IEEE ACCESS, 2020, 8 : 220585 - 220594
  • [33] Two meaningful secret image sharing schemes based on integer wavelet transform and LWE
    Saeidi, Zahra
    Mashhadi, Samaneh
    COMPUTATIONAL & APPLIED MATHEMATICS, 2024, 43 (03):
  • [34] Robust hashing for image authentication using quaternion discrete Fourier transform and log-polar transform
    Ouyang, Junlin
    Coatrieux, Gouenou
    Shu, Huazhong
    DIGITAL SIGNAL PROCESSING, 2015, 41 : 98 - 109
  • [35] Studying of image compression based on discrete wavelet transform
    Li, Jianping
    Yang, Simon X.
    Liu, Dan
    Ren, Jingan
    Yang, Yongqin
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 3888 - 3890
  • [36] The application of image compression based on discrete wavelet transform
    Liu, Dan
    Li, Jianping
    Gu, Xiaofeng
    Liao, Jianming
    Zhan, Siyu
    WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, : 291 - +
  • [37] SAR image compression based on the discrete wavelet transform
    Zeng, ZH
    Cumming, I
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 787 - 791
  • [38] SAR image compression based on the discrete wavelet transform
    Zeng, Zhaohui
    Cumming, Ian
    International Conference on Signal Processing Proceedings, ICSP, 1998, 1 : 787 - 791
  • [39] Multiresolution image alignment based on discrete wavelet transform
    Lohakan, M.
    Nantivatana, P.
    Narkbuakaew, W.
    Pintavirooj, C.
    Sangworasil, M.
    TENCON 2005 - 2005 IEEE REGION 10 CONFERENCE, VOLS 1-5, 2006, : 1978 - +
  • [40] Digital image watermarking based on discrete wavelet transform
    Wei Ding
    Weiqi Yan
    Dongxu Qi
    Journal of Computer Science and Technology, 2002, 17 : 129 - 139