Color image watermarking scheme based on singular value decomposition of split quaternion matrices

IF 4.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Journal of The Franklin Institute-engineering and Applied Mathematics Pub Date : 2025-02-01 Epub Date: 2025-01-08 DOI:10.1016/j.jfranklin.2025.107508
Gang Wang , Tongsong Jiang , Dong Zhang , V.I. Vasil’ev
{"title":"Color image watermarking scheme based on singular value decomposition of split quaternion matrices","authors":"Gang Wang ,&nbsp;Tongsong Jiang ,&nbsp;Dong Zhang ,&nbsp;V.I. Vasil’ev","doi":"10.1016/j.jfranklin.2025.107508","DOIUrl":null,"url":null,"abstract":"<div><div>As digital media increasingly faces copyright threats, robust protection schemes are crucial. While gray-scale watermarking techniques are well-developed, color watermarking problems require more advanced solutions due to the complex spectral relationships among RGB channels. This paper introduces a novel color watermarking scheme based on the split quaternion matrix model, a 4D algebraic structure that preserves the linear spectral relationships among RGB channels, enhances computational efficiency, and improves color image processing. Watermark embedding employs a double split quaternion singular value decomposition (SVDSQ) process. The host image is divided into patches, and dominant singular values are extracted from each patch using SVDSQ. These values are assembled into a matrix, which undergoes a second SVDSQ to embed the watermark. This dual-layered method enhances the adaptability of the watermark embedding payload. Experimental results show that, under the same experimental conditions, our watermarking scheme demonstrates strong robustness against noise and geometric attacks, while maintaining a high peak signal-to-noise ratio (PSNR <span><math><mo>≥</mo></math></span> 35), compared to recent watermarking schemes. Despite introducing real part redundancy and requiring prior information for the watermark extraction, this approach advances color image processing using split quaternion matrices. Future work will focus on addressing these limitations and exploring new applications.</div></div>","PeriodicalId":17283,"journal":{"name":"Journal of The Franklin Institute-engineering and Applied Mathematics","volume":"362 3","pages":"Article 107508"},"PeriodicalIF":4.2000,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of The Franklin Institute-engineering and Applied Mathematics","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S001600322500002X","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/8 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

As digital media increasingly faces copyright threats, robust protection schemes are crucial. While gray-scale watermarking techniques are well-developed, color watermarking problems require more advanced solutions due to the complex spectral relationships among RGB channels. This paper introduces a novel color watermarking scheme based on the split quaternion matrix model, a 4D algebraic structure that preserves the linear spectral relationships among RGB channels, enhances computational efficiency, and improves color image processing. Watermark embedding employs a double split quaternion singular value decomposition (SVDSQ) process. The host image is divided into patches, and dominant singular values are extracted from each patch using SVDSQ. These values are assembled into a matrix, which undergoes a second SVDSQ to embed the watermark. This dual-layered method enhances the adaptability of the watermark embedding payload. Experimental results show that, under the same experimental conditions, our watermarking scheme demonstrates strong robustness against noise and geometric attacks, while maintaining a high peak signal-to-noise ratio (PSNR 35), compared to recent watermarking schemes. Despite introducing real part redundancy and requiring prior information for the watermark extraction, this approach advances color image processing using split quaternion matrices. Future work will focus on addressing these limitations and exploring new applications.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于分割四元数矩阵奇异值分解的彩色图像水印方案
随着数字媒体日益面临版权威胁,强有力的保护方案至关重要。虽然灰度水印技术已经很发达,但由于RGB通道之间复杂的光谱关系,彩色水印问题需要更先进的解决方案。本文提出了一种新的基于分割四元数矩阵模型的彩色水印方案,这种四维代数结构保留了RGB通道之间的线性光谱关系,提高了计算效率,改善了彩色图像的处理。水印嵌入采用双分割四元数奇异值分解(SVDSQ)方法。将主图像划分为多个小块,利用SVDSQ提取每个小块的优势奇异值。这些值被组合成一个矩阵,该矩阵经过第二次SVDSQ来嵌入水印。这种双层方法增强了水印嵌入载荷的适应性。实验结果表明,在相同的实验条件下,我们的水印方案对噪声和几何攻击具有较强的鲁棒性,同时与现有的水印方案相比保持较高的峰值信噪比(PSNR≥35)。尽管该方法引入了实数部分冗余,并且水印提取需要先验信息,但该方法对分割四元数矩阵的彩色图像处理进行了改进。未来的工作将集中在解决这些限制和探索新的应用上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
7.30
自引率
14.60%
发文量
586
审稿时长
6.9 months
期刊介绍: The Journal of The Franklin Institute has an established reputation for publishing high-quality papers in the field of engineering and applied mathematics. Its current focus is on control systems, complex networks and dynamic systems, signal processing and communications and their applications. All submitted papers are peer-reviewed. The Journal will publish original research papers and research review papers of substance. Papers and special focus issues are judged upon possible lasting value, which has been and continues to be the strength of the Journal of The Franklin Institute.
期刊最新文献
Load frequency output feedback robust model predictive control in wind-thermal hybrid power system Gradient-activation recurrent neural network applied to temporally-variant matrix inversion Event-triggered consensus fault-tolerant control scheme of multi-agent systems using dual ADP under hierarchical mechanism Heading control of unmanned surface vehicles under cyber attacks: An adaptive event-triggered method Byzantine-resilient decentralized resource allocation: Integrating trust-based weight allocation mechanism and zeroth-order method
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1