一个深度加密框架来保护医疗保健网络免受透
Arjun Singh1, Vijay Shankar Sharma1, Shakila Basheer2
1Department of Computer and Communication Engineering, Manipal University Jaipur, Jaipur 303007, India.
Sensors (Basel, Switzerland)
|November 9, 2024
概括
本研究介绍了基于图形卷积的双鱼安全性 (GCbTS) 以提高医疗图像安全性. 新的框架改善了数据隐私,并减少了与未经授权的访问和医疗保健网络的滥用相关的风险.
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:
- 传统的图像嵌入系统在网络安全方面扎,冒着未经授权的数据访问和滥用风险.
- 以前的图像安全技术往往受到高执行时间和性能限制的影响.
研究的目的:
- 引入一种新的框架,即基于图形卷积的双鱼安全 (GCbTS),用于保护医疗图像.
- 解决现有的图像安全方法中性能和安全方面的挑战.
主要方法:
- 利用Kaggle的医疗数据,进行预处理以删除噪音和计算哈希值.
- 实施了一个基于图形卷积的双鱼安全 (GCbTS) 框架,用于使用生成的密钥进行加密和解密.
- 集成的哈希值比较用于用户身份验证.
主要成果:
- 该 GCbTS 框架成功加密和解密医疗图像,确保数据完整性.
- 哈希值比较有效验证用户身份,增强安全协议.
- 与现有方法相比,拟议的模型在图片隐私方面表现出更好的有效性.
结论:
- GCbTS框架提供了一个强大的解决方案,用于在网络上保护医疗图像.
- 这种方法增强了数据隐私,并减轻了医疗保健中未经授权访问的风险.
- 该研究强调了图形卷积网络和Twofish加密在医疗图像安全方面的潜力.
相关概念视频
01:25Ethical Standards I
774
The American Nurses Association (ANA) created and implemented the first nationally accepted Code of Ethics for Nurses with Interpretive Statements. The Code of Ethics is a living document regularly updated by the ANA and establishes an ethical standard that is non-negotiable for nurses in all roles and settings.
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
774
01:06Legal Guidelines for Documentation
1.3K
The legal guidelines for nursing documentation are essential for ensuring accurate, professional, and ethical recording of patient care. The guidelines are discussed here:
1.3K
01:23Ethical Standards II
647
Ethical standards are the backbone of nursing practice, guiding nurses as they interact with patients, families, and colleagues. These standards are crucial for providing safe, empathetic care centered on the patient's needs.
Nurses are entrusted with upholding various ethical principles and standards. Nurses forge solid therapeutic relationships using trust, empathy, autonomy, confidentiality, and professional competence.
Confidentiality is crucial, embodying respect for individual privacy...
Nurses are entrusted with upholding various ethical principles and standards. Nurses forge solid therapeutic relationships using trust, empathy, autonomy, confidentiality, and professional competence.
Confidentiality is crucial, embodying respect for individual privacy...
647
01:18Guidelines and Strategies for Safe Computer Charting
797
The guidelines and strategies provided by the American Nurses Association (ANA) and the Canadian Nurses Association (CNA) offer essential principles for ensuring safe and secure computer charting systems in healthcare settings. Let's break down each recommendation:
Maintain Confidentiality and Security:
Maintain Confidentiality and Security:
797
01:29Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
01:19Standards of Care II
635
Nurses bear specific legal responsibilities under several federal statutes, including:
635