在便携式光学显微镜使用云技术和人工智能用于医疗应用的进步
Alessandro Molani1, Francesca Pennati1, Samuele Ravazzani1
1Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy.
Sensors (Basel, Switzerland)
|October 26, 2024
概括
便携式显微镜创新,包括物联网和人工智能,提供更快,更容易获得的生物医学成像. 这些技术增强了数据共享和分析,克服了传统实验室显微镜的局限性.
科学领域:
- 生物医学成像学 生物医学成像学
- 显微镜技术技术 显微镜技术
- 数字病理学数字病理学
背景情况:
- 传统的实验室显微镜是重的,缺乏连接,需要专家分析.
- 在生物医学领域,越来越需要更快,更容易获得的成像解决方案.
研究的目的:
- 审查显微镜小型化和相关技术的最新进展.
- 在显微镜中探索物联网 (IoT) 和人工智能 (AI) 的整合.
- 强调对显微镜获取链的整体方法的重要性.
主要方法:
- 审查新兴技术,如光声学显微镜和基于智能手机的显微镜.
- 检查物联网 (IoT) 应用在显微镜中的数据共享和云计算.
- 讨论从传统的深度学习算法过渡到自动图像处理和分析的算法.
主要成果:
- 紧的3D打印设备和智能手机显微镜提供了便携式替代品.
- 物联网集成可实现增强的数据共享和基于云的分析.
- 深度学习算法显著改善图像增强和数据解释.
结论:
- 将便携式显微镜与物联网和人工智能相结合,为可访问的生物医学成像提供了一个强大的解决方案.
- 对整个显微镜获取链的综合方法,从便携性到分析,对于未来的进步至关重要.
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