Secure and flexible image watermarking using IWT, SVD, and chaos models for robustness and imperceptibility

利用 IWT、SVD 和混沌模型实现安全灵活的图像水印,兼具鲁棒性和不可感知性

阅读:1

Abstract

The utilization of Singular Value Decomposition (SVD) is widespread in several image watermarking methods to attain a more favorable balance between the demands of watermarking. Nevertheless, SVD exhibits some limitations, including false positives, limited capacity, and security issues. In order to overcome these challenges, a new approach to image watermarking has been introduced, which utilizes a combination of Integer Wavelet Transform (IWT), SVD, and chaos models. The generation of chaotic orbits in the scheme is based on utilizing chaotic variables generated through a secret key. The secret key is a major element in embedding, extraction, encryption, and ownership protection. The smooth generation of multiple scaling factors (MSF) matrices is achieved using chaotic points in the encryption stage. In order to attain a suitable equilibrium between watermarking robustness, imperceptibility, and security, the IWT technique is utilized to convert both the host and watermark images into frequency coefficients. The proposed method involves the extraction of a 4-bit matrix from the LL1 sub-bands of the host image. This matrix is subsequently subjected to scrambling and merged with the watermark image, resulting in a 12-bit watermark image. Afterwards, the two sub-bands of the host image undergo two levels of IWT, and three sub-bands are chosen from the resultant 2-level image for embedding. The selected sub-bands are then subjected to SVD, where the embedding process utilizes the singular values Si . The high-frequency sub-bands of the watermark image are embedded into the singular values Si of the host image using chaotic MSF matrices. The scheme also encrypts the side information to achieve high security and protect the ownership. Even a slight change in the secret key can highly affect the proposed scheme, resulting in the generation of a noise image if an incorrect key is used. This feature makes the proposed scheme robust against false positive problem (FPP) attacks. Additionally, the proposed scheme can embed watermark images with high flexibility and low distortion, achieving high robustness and imperceptibility under different hybrid MSF matrices, outperforming several other schemes. With these features, the proposed scheme successfully fulfils the security and capacity requirements of a blind watermarking scheme, making it suitable for practical watermarking applications.

特别声明

1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。

2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。

3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。

4、投稿及合作请联系:info@biocloudy.com。