A high-capacity reversible data hiding with contrast enhancement and brightness preservation for medical images

被引:0
|
作者
Sonal Gandhi [1 ]
Rajeev Kumar [1 ]
机构
[1] Delhi Technological University,Department of Computer Science and Engineering
关键词
Contrast enhancement; Medical images; Reversible data hiding; Embedding capacity; Image segmentation; Pre-processing;
D O I
10.1007/s11042-024-18934-1
中图分类号
学科分类号
摘要
The healthcare industry has witnessed an increase in the use of cloud storage, resulting in a significant demand for safeguarding medical records from potential attackers. In response to this challenge, reversible data hiding (RDH) has emerged as a lifesaver. The RDH ensures the concealment of private and confidential data with minimal loss to the cover image while offering opportunities for image enhancement. This paper introduces a new RDH method with contrast enhancement for medical images. The method aims to provide high embedding capacity (EC) while preserving brightness. To achieve this, the proposed method initially segments cover images into regions of interest (ROI) and non-regions of interest (NROI) and employs different embedding strategies based on the characteristics of each region, thereby enhancing embedding performance. Furthermore, a novel pre-processing technique is introduced for processing ROI pixels. This technique re-organizes and creates empty bins to provide enlarged EC with less distortion by capitalizing on the unique properties of medical images. Additionally, the proposed method embeds secret data in the NROI to further increase the EC. Experimental results show that the proposed method effectively preserves brightness (with 0.99 Relative Mean Brightness Error) while providing higher EC, exceeding the best-known methods by 20%. Furthermore, the method enhances contrast with minimal distortion in the output images.
引用
收藏
页码:5239 / 5264
页数:25
相关论文
共 50 条
  • [1] Reversible and high-capacity data hiding in medical images
    Fallahpour, M.
    Megias, D.
    Ghanbari, M.
    IET IMAGE PROCESSING, 2011, 5 (02) : 190 - 197
  • [2] Reversible and High-Capacity Data Hiding in High Quality Medical Images
    Huang, Li-Chin
    Hwang, Min-Shiang
    Tseng, Lin-Yu
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2013, 7 (01): : 132 - 148
  • [3] A High-capacity Reversible Data-hiding Scheme for Medical Images
    Huang, Shu-Chien
    Lin, Ming-Shun
    JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2010, 30 (05) : 289 - 295
  • [4] A ROI-based high capacity reversible data hiding scheme with contrast enhancement for medical images
    Yang Yang
    Weiming Zhang
    Dong Liang
    Nenghai Yu
    Multimedia Tools and Applications, 2018, 77 : 18043 - 18065
  • [5] A ROI-based high capacity reversible data hiding scheme with contrast enhancement for medical images
    Yang, Yang
    Zhang, Weiming
    Liang, Dong
    Yu, Nenghai
    MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (14) : 18043 - 18065
  • [6] High Capacity Reversible Data Hiding with Contrast Enhancement
    Ri, Yonggwon
    Dong, Jing
    Wang, Wei
    Tan, Tieniu
    COMPUTER VISION, PT II, 2017, 772 : 284 - 294
  • [7] Reversible data hiding with automatic contrast enhancement for medical images
    Gao, Guangyong
    Tong, Shikun
    Xia, Zhihua
    Wu, Bin
    Xu, Liya
    Zhao, Zhiqiang
    SIGNAL PROCESSING, 2021, 178
  • [8] A reversible data hiding method with contrast enhancement for medical images
    Wu, Hao-Tian
    Huang, Jiwu
    Shi, Yun-Qing
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 31 : 146 - 153
  • [9] HIGH CAPACITY, REVERSIBLE DATA HIDING IN MEDICAL IMAGES
    Fallahpour, M.
    Megias, D.
    Ghanbari, M.
    2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 4241 - +
  • [10] Reversible data hiding with contrast enhancement and tamper localization for medical images
    Gao, Guangyong
    Wan, Xiangdong
    Yao, Shimao
    Cui, Zongmin
    Zhou, Caixue
    Sung, Xingming
    INFORMATION SCIENCES, 2017, 385 : 250 - 265