Fluorescence Microscopy

Fluorescence microscopy aims to visualize biological structures and processes at high resolution, with current research heavily focused on improving 3D imaging capabilities. This involves developing advanced computational methods, such as those employing implicit neural representations, diffusion models, and normalizing flows, to overcome limitations in axial resolution and speed, often leveraging readily available high-resolution 2D data for training. These advancements are crucial for applications ranging from clinical diagnostics (e.g., improved analysis of tissue specimens) to live organism imaging (e.g., real-time monitoring of neural activity), ultimately enhancing our understanding of biological systems and accelerating scientific discovery.