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
  • [31] A Comprehensive Survey of Deep Learning Approaches in Image Processing
    Trigka, Maria
    Dritsas, Elias
    SENSORS, 2025, 25 (02)
  • [32] Deep learning for remote sensing image classification: A survey
    Li, Ying
    Zhang, Haokui
    Xue, Xizhe
    Jiang, Yenan
    Shen, Qiang
    WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2018, 8 (06)
  • [33] Eficient image denoising using deep learning: A brief survey
    Jiang, Bo
    Li, Jinxing
    Lu, Yao
    Cai, Qing
    Song, Huaibo
    Lu, Guangming
    INFORMATION FUSION, 2025, 118
  • [34] Advances in Quantum Machine Learning and Deep Learning for Image Classification: A Survey
    Kharsa, Ruba
    Bouridane, Ahmed
    Amira, Abbes
    NEUROCOMPUTING, 2023, 560
  • [35] A Survey on Computer Vision Architectures for Large Scale Image Classification using Deep Learning
    Himabindu, D. Dakshayani
    Kumar, S. Praveen
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (10) : 105 - 120
  • [36] Digital Image Watermarking Using Uncorrelated Color Space
    Gupta, Manish
    Parmar, Girish
    Gupta, Rajeev
    Saraswat, Mukesh
    2014 IEEE SYMPOSIUM ON COMPUTER APPLICATIONS AND INDUSTRIAL ELECTRONICS (ISCAIE), 2014,
  • [37] Jointly Verifying Ownership of an Image Using Digital Watermarking
    Huiping Guo
    Nicolas D. Georganas
    Multimedia Tools and Applications, 2005, 27 : 323 - 349
  • [38] A digital image watermarking method using interval arithmetic
    Minamoto, Teruya
    Yoshihara, Mitsuaki
    Fujii, Satoshi
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2007, E90A (12) : 2949 - 2951
  • [39] Jointly verifying ownership of an image using digital watermarking
    Guo, HP
    Georganas, ND
    MULTIMEDIA TOOLS AND APPLICATIONS, 2005, 27 (03) : 323 - 349
  • [40] A Comprehensive Survey on Deep Learning Techniques for Digital Video Forensics
    Vigneshwaran, T.
    Velammal, B. L.
    JOURNAL OF INFORMATION & KNOWLEDGE MANAGEMENT, 2024, 23 (03)