bioRxivBiophysics
A Versatile Compressed Sensing Scheme For Faster And Less Phototoxic 3D Fluorescence Microscopy
Abstract
Three-dimensional fluorescence microscopy based on Nyquist sampling of focal planes faces harsh trade-offs between acquisition time, light exposure, and signal-to-noise. We propose a 3D compressed sensing approach that uses temporal modulation of the excitation intensity during axial stage sweeping and can be adapted to fluorescence microscopes without hardware modification. We describe implementations on a lattice light sheet microscope and an epifluorescence microscope, and show that images of beads and biological samples can be reconstructed with a 5-10 fold reduction of light exposure and acquisition time. Our scheme opens a new door towards faster and less damaging 3D fluorescence microscopy.\n\nOCIS codes: (110.1758) Computational imaging; (170.2520) Fluorescence microscopy; (170.6900) Three-dimensional microscopy.
- assay: fluorescence / live-cell microscopy
- research focus: imputation
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- High-speed compressed-sensing fluorescence lifetime imaging microscopy of live cells
- Flexible multiplane structured illumination microscope with a four-camera detector
K. A. Johnson, D. Noble, … G. M. Hagen·bioRxiv·Dec 3, 2020
- Three-photon light-sheet fluorescence microscopy
A. Escobet-Montalban, F. M. Gasparoli, … K. Dholakia·bioRxiv·Aug 17, 2018
- A real-time compression library for microscopy images
Bálint Balázs, J.R. Deschamps, … Lars Hufnagel·bioRxiv·Jul 21, 2017
- A fast algorithm for 3D volume reconstruction from light field microscopy datasets
Jonathan M. Taylor·Optics LettersPeer-reviewed·Jul 6, 2023
- Volumetric Lissajous Confocal Microscopy
T. Deguchi, P. Bianchini, … M. Duocastella·bioRxiv·Aug 15, 2019