npj ImagingBioengineeringPeer-reviewed journal article
Single Capture Quantitative Oblique Back-Illumination Microscopy
Paloma Casteleiro CostaiD, Srinidhi BharadwajiD, Zhenmin LiiD, Nischita KazaiD, Mercedes López-Esteva, Anthony D. LieniD, Bilal HaideriD, Francisco E. RoblesiD
- Citations
- 1
- FWCI
- 2.59
- Field percentile
- top 15%
Abstract
Quantitative oblique back-illumination microscopy (qOBM) has emerged as a powerful technique for label-free, 3D quantitative phase imaging of arbitrarily thick biological specimens. However, in its initial embodiment, qOBM requires multiple captures for phase recovery, which reduces imaging speed and increases system complexity. In this work, we present a novel advancement in qOBM: single-capture qOBM (SCqOBM) which utilizes a deep learning model to accurately reconstruct phase information from a single oblique back-illumination capture. We demonstrate that SCqOBM achieves remarkable phase imaging accuracy, closely matching the results of traditional four-capture qOBM in diverse biological samples. We first highlight the unique potential of SCqOBM for non-invasive, in-vivo imaging applications by visualizing blood flow in mouse brain and human arm. Additionally, we demonstrate single-slice (en-face) quantitative phase imaging at 2 kHz and volumetric refractive index tomography at speeds up to 10 volumes per second. SCqOBM offers transformative advantages in speed, simplicity, and system accessibility, making it highly suitable for dynamic and real-time imaging applications. Its ability to produce high-resolution, quantitative phase and refractive index images with minimal hardware complexity opens new frontiers in biomedical research and clinical diagnostics, including non-invasive hematological assessments and in-vivo tissue imaging.
- organism: mouse
- organism: human
- assay: imaging
- research focus: imputation
- research focus: dimensionality reduction
- approach: deep learning
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
- Label-Free, Real-Time, In Vivo Optical Biopsy with a Handheld Quantitative Phase Microscope
Zhe Guang, Srinidhi Bharadwaj, … Francisco E. Robles·bioRxiv·Sep 17, 2025
- High-speed multifocus phase imaging in thick tissue
- Scanless temporal focusing enables high-speed three-dimensional quantitative phase microscopy
Peter T. C. So, Yuechuan Lin, … Brian Anthony·bioRxiv·Mar 6, 2026
- Increasing the Field-of-View in Oblique Plane Microscopy via optical tiling
B. Chen, B.-J. Chang, … R. P. Fiolka·bioRxiv·Jun 12, 2022
- High-Resolution, Large Imaging Volume, and Multi-View Single Objective Light-Sheet Microscopy
Bin Yang, Merlin Lange, … Löıc A. Royer·Nature MethodsPeer-reviewed·Mar 21, 2022
- Image-scanning light-sheet microscopy for high-speed volumetric imaging of complex biological dynamics
Yusuke Tomina, Ayumu Ishijima, … Hideharu Mikami·bioRxiv·Apr 9, 2026