通过多焦元器件和深度学习进行体内智能光内微镜
Yu-Hsin Chia1,2, Wei-Hao Liao3, Sunil Vyas2
1Department of Biomedical Engineering, National Taiwan University, Taipei, 10051, Taiwan.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|March 15, 2024
概括
一种新型智能光内显微镜使用多焦元透镜和深度学习 (DL) 进行快速,高分辨率的3D脑部成像 in vivo. 这一突破减少了系统的复杂性,并加速了图像采集,以改善外科手术程序.
科学领域:
- 光学是什么?光学是什么?光学是什么?
- 生物医学工程 生物医学工程
- 人工智能的人工智能
背景情况:
- 传统的内分显微镜需要轴向部件的运动来聚焦,阻碍了小型化和复杂的程序.
- 超级设备为新的光学应用提供先进的光操纵功能.
研究的目的:
- 开发一个智能光内显微镜,利用多焦元镜头和深度学习 (DL).
- 为了实现生物组织的快速,高分辨率的体内3D成像,特别是小鼠大脑.
主要方法:
- 通过相对旋转集成可调节焦距的多焦元镜头.
- 深度学习 (DL) 网络用于图像处理和系统控制的应用.
- 开发用于体内成像的智能光内微镜系统.
主要成果:
- 在体内实现了小鼠大脑的3D成像,使用不变放大和大视野.
- 展示了具有3微米横向分辨率和2毫米焦距调整范围的光学切割.
- 在0.1秒内获得大脑血管和周血管空间的高分辨率图像,比传统方法快约50倍.
结论:
- 开发的智能光内微镜在速度,分辨率和系统简单性方面提供了显著的优势.
- 这项技术有可能增强各种手术程序,包括胃肠道活检和神经外科手术.
- 超光学和深度学习的结合代表了医学成像学的有前途的进步.
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