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Updated: May 8, 2026

Quantitative Optical Microscopy: Measurement of Cellular Biophysical Features with a Standard Optical Microscope
Published on: April 7, 2014
Single capture quantitative oblique back-illumination microscopy
Paloma Casteleiro Costa1, Srinidhi Bharadwaj2,3, Zhenmin Li2
1School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA.
Single-capture quantitative phase imaging (SCqOBM) uses deep learning to reconstruct 3D images from one capture. This advancement significantly speeds up label-free imaging of biological samples for research and diagnostics.
Area of Science:
- Biomedical Optics
- Microscopy
- Computational Imaging
Background:
- Quantitative oblique back-illumination microscopy (qOBM) enables label-free, 3D phase imaging of thick biological samples.
- Traditional qOBM requires multiple captures, limiting imaging speed and system simplicity.
Purpose of the Study:
- To develop a single-capture qOBM (SCqOBM) method using deep learning for faster, simpler phase recovery.
- To validate the accuracy and performance of SCqOBM in various biological applications.
Main Methods:
- Implemented a deep learning model for phase reconstruction from a single oblique back-illumination image.
- Applied SCqOBM to diverse biological samples, including in-vivo imaging of blood flow.
- Evaluated imaging speed for single-slice and volumetric refractive index tomography.
Main Results:
- SCqOBM accurately reconstructs phase information, comparable to traditional four-capture qOBM.
- Demonstrated non-invasive, in-vivo imaging of blood flow in mouse brain and human arm.
- Achieved high-speed quantitative phase imaging at 2 kHz and volumetric tomography at 10 volumes/second.
Conclusions:
- SCqOBM significantly enhances imaging speed and simplifies hardware requirements for quantitative phase imaging.
- The technique is suitable for dynamic, real-time applications and opens new possibilities in biomedical research and diagnostics.
- SCqOBM facilitates high-resolution, label-free imaging for non-invasive hematological assessments and in-vivo tissue analysis.
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