通过优化直角压缩传感利用高质量的重建图像加密策略
Heping Wen1,2, Lincheng Yang1, Chixin Bai1
1Zhongshan Institute, University of Electronic Science and Technology of China, Zhongshan, 528402, China.
Scientific reports
|April 16, 2024
概括
本研究介绍了一种使用优化直角测量矩阵的安全压缩感应图像加密方法. 它增强了图像安全性和重建质量,解决了大数据隐私当前技术的局限性.
科学领域:
- 信息安全 信息安全
- 信号处理 信号处理
- 应用数学 应用数学 应用数学
背景情况:
- 压缩传感 (CS) 与传统采样相比具有优势,但在联合压缩加密安全性和图像重建质量方面面临挑战.
- 现有的方法在强大的安全性和高保真性恢复方面扎,需要改进处理敏感数据的技术.
研究的目的:
- 开发一种新的压缩感应图像加密方案,增强安全性并提高重建图像的质量.
- 解决现有的联合压缩加密方法在安全缺陷和恢复保真性方面的局限性.
主要方法:
- 使用DWT,OMP和混乱系统,结合Part Hadamard矩阵和Kronecker产品构建了一个优化的直角测量矩阵.
- 使用DWT的图像稀疏表示和使用阿诺德转换的像素杂乱.
- 使用2D-LSCM混乱序列的比特级扩散和变换生成了最终的加密文本.
主要成果:
- 拟议的方案展示了强大的加密特性,包括模糊,扩散和雪崩效应,具有很大的密钥空间,可以抵御暴力攻击.
- 实验结果证实,与类似的压缩传感算法相比,图像恢复质量优越.
- 该方法有效地平衡了高安全性和优异的解密重建质量.
结论:
- 开发的压缩传感图像加密方案显著提高了安全性和重建质量.
- 这种方法为网络大数据应用中的隐私保护提供了有希望的解决方案.
- 优化的直角测量矩阵和混乱加密策略为安全的图像传输提供了强大的框架.
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