Digital image watermarking using deep learning: A survey

被引:10
|
作者
Hosny, Khalid M. [1 ]
Magdi, Amal [1 ]
ElKomy, Osama [1 ]
Hamza, Hanaa M. [1 ]
机构
[1] Zagazig Univ, Dept Informat Technol, Zagazig, Egypt
关键词
Image watermarking; Deep learning; Neural networks; WAVELET TRANSFORM; ALGORITHM;
D O I
10.1016/j.cosrev.2024.100662
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Lately, a lot of attention has been paid to securing the ownership rights of digital images. The expanding usage of the Internet causes several problems, including data piracy and data tampering. Image watermarking is a typical method of protecting an image's copyright. Robust watermarking for digital images is a process of embedding watermarks on the cover image and extracting them correctly under different attacks. The embedded watermark might be either visible or invisible. Deep learning extracts image features using neural networks, which are highly effective in feature extraction. Watermarking techniques that utilize deep learning have gained a lot of interest due to their remarkable ability to extract features. This article offers an overview of digital image watermarking and deep learning. This article will discuss several research articles on digital image watermarking in deep-learning environments.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Image watermarking using soft computing techniques: A comprehensive survey
    Singh, Om Prakash
    Singh, A. K.
    Srivastava, Gautam
    Kumar, Neeraj
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (20) : 30367 - 30398
  • [22] Digital image watermarking using balanced multiwavelets
    Ghouti, L
    Bouridane, A
    Ibrahim, MK
    Boussakta, S
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (04) : 1519 - 1536
  • [23] Digital Image Watermarking Using Firefly Algorithm
    Nerurkar, Prachi Pradeep
    Phadke, A. C.
    2018 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION (ICCUBEA), 2018,
  • [24] Digital Image Watermarking Techniques: A Review
    Begum, Mahbuba
    Uddin, Mohammad Shorif
    INFORMATION, 2020, 11 (02)
  • [25] An Overview of Robust Digital Image Watermarking
    Verma, Vivek Singh
    Jha, Rajib Kumar
    IETE TECHNICAL REVIEW, 2015, 32 (06) : 479 - 496
  • [26] Digital Watermarking Method for Printed Matters Using Deep Learning for Detecting Watermarked Areas
    Imagawa, Hiroyuki
    Iwata, Motoi
    Kise, Koichi
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2021, E104D (01) : 34 - 42
  • [27] A Survey on Image Semantic Segmentation Using Deep Learning Techniques
    Cheng, Jieren
    Li, Hua
    Li, Dengbo
    Hua, Shuai
    Sheng, Victor S.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 74 (01): : 1941 - 1957
  • [28] A comparative survey on SAR image segmentation using deep learning
    Jane, Ohtae
    Jo, Sangho
    Kim, Sungho
    2022 22ND INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2022), 2022, : 1292 - 1296
  • [29] A Survey for Cervical Cytopathology Image Analysis Using Deep Learning
    Rahaman, Md Mamunur
    Li, Chen
    Wu, Xiangchen
    Yao, Yudong
    Hu, Zhijie
    Jiang, Tao
    Li, Xiaoyan
    Qi, Shouliang
    IEEE ACCESS, 2020, 8 : 61687 - 61710
  • [30] DARI-Mark: Deep Learning and Attention Network for Robust Image Watermarking
    Zhao, Yimeng
    Wang, Chengyou
    Zhou, Xiao
    Qin, Zhiliang
    MATHEMATICS, 2023, 11 (01)