双边代理联邦域名通用化保护隐私的医疗图像诊断
IEEE journal of biomedical and health informatics
|September 11, 2024
概括
本研究介绍了双边代理框架 (BPF),用于医疗成像中的保护隐私的联合域泛化. BPF增强了概括性和稳定性,克服了敏感医疗数据的集中方法的局限性.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 计算机科学 计算机科学
背景情况:
- 集中域泛化方法与私有,多源医疗数据作斗争.
- 现有的联合方法面临着平衡隐私和通用性的挑战.
- 医疗数据的高度隐私限制了集中式培训模式.
研究的目的:
- 提出一个新的框架,双边代理框架 (BPF),用于保护隐私的联邦域名通用化.
- 提高医疗图像诊断模型在联合环境中的概括能力和稳定性.
- 为了应对实现严格隐私和对分布之外的数据进行强有力的概括的挑战.
主要方法:
- 利用客户端代理来维护隐私的通信和相互蒸.
- 实现基于距离的策略和参数移动平均线的服务器端代理.
- 确保当地模式的更顺的融合和全球模式的稳定性.
主要成果:
- 双边代理框架 (BPF) 在最先进的方法中表现出优越的性能.
- 石油气增强了全球模型的稳定性和稳定性,防止过度装配.
- 该框架在联合环境中实现准确可靠的医学图像诊断.
结论:
- 双边代理框架有效地解决了联邦医疗图像分析中的隐私和泛化挑战.
- 对于开发强大且保护隐私的AI诊断工具,BPF提供了一个有前途的解决方案.
- 该方法在模拟和现实世界医疗图像数据集上都显示出显著的改进.
相关概念视频
Computed Tomography
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
Legal Guidelines for Documentation
The legal guidelines for nursing documentation are essential for ensuring accurate, professional, and ethical recording of patient care. The guidelines are discussed here:
Ethical Standards I
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,...
Ethical Standards II
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 and...
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 and...
Standards of Care II
Nurses bear specific legal responsibilities under several federal statutes, including:
Imaging Studies III: Computed Tomography
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...


