轻量级的语义压缩视觉加密技术用于物联网系统中安全的医疗图像传输
A John Blesswin1, G Selva Mary2, Suresh Sankaranarayanan3
1Directorate of Learning and Development, SRM Institute of Science and Technology, Kattankulathur, Chennai, 603203, India. johnb@srmist.edu.in.
Scientific reports
|December 8, 2025
概括
本研究介绍了一种轻量级的视觉加密框架,使用语义压缩来安全传输医疗图像. 它确保了物联网医疗保健中的数据机密性,完整性和真实性,平衡了效率和重建质量.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 医疗成像医学成像
背景情况:
- 在物联网医疗保健中,敏感医疗图像的安全传输至关重要.
- 资源有限的物联网设备对传统的安全方法构成挑战.
- 维护数据的保密性,完整性和真实性至关重要.
研究的目的:
- 提出一种新的轻量级视觉加密框架,用于安全的医疗图像传输.
- 解决物联网设备的计算和存储限制.
- 确保强有力的安全和高质量的重建.
主要方法:
- 开发了一个使用语义压缩和视觉加密的框架.
- 编码灰度医学图像到多个视觉共享.
- 采用基于模块化的算术轻量级加密技术.
主要成果:
- 实现了高质量的图像重建,PSNR > 34 dB 和 SSIM ≈ 0.99.
- 证明了对改和窃听的安全性.
- 框架平衡了计算效率,重建质量和安全性.
结论:
- 拟议的框架为物联网环境中安全的医疗图像传输提供了强大的解决方案.
- 它有效地减轻安全风险,同时尊重设备限制.
- 显示了加强医疗保健物联网应用程序安全性的巨大潜力.
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