Health Record Security Through Multiple Watermarking on Fused Medical Images

被引:18
作者
Anand, Ashima [1 ]
Singh, Amit Kumar [2 ]
机构
[1] Thapar Inst Engn & Technol, Dept Comp Sci & Engn, Patiala 147004, Punjab, India
[2] Natl Inst Technol Patna, Dept Comp Sci & Engn, Patna 800005, Bihar, India
关键词
Watermarking; Transforms; Computed tomography; Magnetic resonance imaging; Discrete wavelet transforms; Encryption; Optimization; Cloud environment; encryption; false-positive problem; image fusion; Internet of Things (IoT); security; spatial and transform domain; watermarking; INTERNET; THINGS;
D O I
10.1109/TCSS.2021.3126628
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, there is an increasing tendency to fuse multi-modal medical image due to the high diagnostic accuracy and assessment. However, the distribution of these images and more generally, health records may bring serious copy-violation issues in healthcare applications. Further, a massive amount of electronic health records is uploaded on the cloud due to the low cost and high usability. However, outsourcing these records to the cloud may greatly increase security and privacy issues. The present article develops medical image fusion-based watermarking scheme in dual tree complex wavelet transform (DTCWT)-singular value decomposition (SVD) domain. Here, computed tomography (CT) and magnetic resonance imaging (MRI) images are partitioned into a sequence of high frequencies and low frequency by non-subsampled shearlet transform (NSST) to obtain a fused image as a carrier. To enhance the authenticity, spatial and transform domain-based embedding is conducted to conceal multi-marks into carrier image. Finally, improved encryption scheme is employed to obtain a secure marked carrier image. Objective and subjective evaluations indicate a strong robustness effect (43.64%) of the proposed algorithm compared to other methods with remarkable invisibility, payload, and security. To the best of our knowledge, studies of image fusion-based dual watermarking and encryption have not yet been developed in combination with spatial and transform domain schemes for copy protection and ownership of health records, since it is also suitable for applications in the cloud.
引用
收藏
页码:1594 / 1603
页数:10
相关论文
共 22 条
  • [11] A Secured and Robust Medical Image Watermarking Approach for Protecting Integrity of Medical Images
    Khare, Priyank
    Srivastava, Vinay Kumar
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2021, 32 (02):
  • [12] Improved wavelet-based image watermarking through SPIHT
    Kumar, Chandan
    Singh, A. K.
    Kumar, P.
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (15-16) : 11069 - 11082
  • [13] Mukherjee A, 2015, INTEL SYST REF LIBR, V74, P295, DOI 10.1007/978-3-319-10978-7_11
  • [14] Massive Internet of Things for Industrial Applications
    Mumtaz, Shahid
    Alsohaily, Ahmed
    Pang, Zhibo
    Rayes, Ammar
    Tsang, Kim Fung
    Rodriguez, Jonathan
    [J]. IEEE INDUSTRIAL ELECTRONICS MAGAZINE, 2017, 11 (01) : 28 - 33
  • [15] Blind Digital Watermarking Framework Based on DTCWT and NSCT for Telemedicine Application
    Nouioua, Nadhir
    Seddiki, Ali
    Ghaz, Abdelkrim
    [J]. TRAITEMENT DU SIGNAL, 2020, 37 (06) : 955 - 964
  • [16] Optical color watermarking based on single-pixel imaging and singular value decomposition in invariant wavelet domain
    Qu, Gang
    Meng, Xiangfeng
    Yang, Xiulun
    Wu, Huazheng
    Wang, Pengwei
    He, Wenqi
    Chen, Hongyi
    [J]. OPTICS AND LASERS IN ENGINEERING, 2021, 137 (137)
  • [17] Ranjani J. Jennifer, 2021, Computers & Electrical Engineering, V89, P216, DOI 10.1016/j.compeleceng.2020.106928
  • [18] Singh AK, 2017, MULTIMED SYST APPL, P1, DOI 10.1007/978-3-319-57699-2
  • [19] A blind medical image watermarking: DWT-SVD based robust and secure approach for telemedicine applications
    Thakkar, Falgun N.
    Srivastava, Vinay Kumar
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (03) : 3669 - 3697
  • [20] Wu Y, 2011, Cyber J. Multidiscip. J Sci. Technol. J. Sel. Areas Telecommun. (JSAT), V1, P31