单次捕捉定量斜背照明显微镜
Paloma Casteleiro Costa1, Srinidhi Bharadwaj2,3, Zhenmin Li2
1School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA.
单次捕获量化相位成像 (SCqOBM) 使用深度学习从一个捕获中重建3D图像. 这一进步显著加快了用于研究和诊断的生物样本的无标签成像.
科学领域:
- 生物医学光学 生物医学光学
- 显微镜的使用方法
- 计算成像技术的成像
背景情况:
- 定量斜背照明显微镜 (qOBM) 能够对厚厚的生物样本进行无标签的3D相位成像.
- 传统的qOBM需要多次捕获,限制成像速度和系统简单性.
研究的目的:
- 开发一种使用深度学习的单次捕获qOBM (SCqOBM) 方法,以实现更快,更简单的阶段恢复.
- 在各种生物应用中验证SCqOBM的准确性和性能.
主要方法:
- 实现了一个深度学习模型,从单个斜背照明图像进行相位重建.
- 将SCqOBM应用于各种生物样本,包括血液流动的体内成像.
- 评估的成像速度为单片和体积折射率断层扫描.
主要成果:
- SCqOBM准确地重建相位信息,与传统的四捕获qOBM相似.
- 在小鼠大脑和人手臂中证明了血液流动的非侵入性体内成像.
- 实现了2kHz的高速定量相位成像和10卷/秒的体积断层扫描.
结论:
- SCqOBM显著提高了成像速度,并简化了定量相位成像的硬件要求.
- 该技术适用于动态的实时应用,并为生物医学研究和诊断开辟了新的可能性.
- SCqOBM促进了高分辨率的无标签成像,用于非侵入性血液学评估和体内组织分析.
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