Digital defocus aberration interference for automated optical microscopy

California Institute of Technology, *Equal contribution
Nature Communications (In Press), 2026

Abstract

Automation in optical microscopy is critical for enabling high-throughput imaging across a wide range of biomedical applications. Among the essential components of automated systems, robust autofocusing plays a pivotal role in maintaining image quality for both single-plane and volumetric imaging. However, conventional autofocusing methods often struggle with implementation complexity, limited generalizability across sample types, incompatibility with thick specimens, and slow feedback. We observed that the digitally summed Fourier spectrum of two images acquired from two-angle illumination exhibits interference-like fringe modulation when the sample is defocused. These digital fringes correlate directly with defocus through a physics-based relation. Based on this principle, we developed an automatic, efficient, and generalizable defocus detection method termed digital defocus aberration interference (DAbI). Implemented with a simple two-LED setup, DAbI can quantify the defocus distance over a range of 443 times the depth-of-field (DoF) for thin samples and 296 times for thick specimens. It can additionally extend the natural DoF of the imaging system by 20 fold when integrated with complex-field imaging. We demonstrated the versatile applications of DAbI on brightfield, complex-field, refractive index, confocal, and widefield fluorescence imaging, establishing it as a promising solution for automated, high-throughput optical microscopy.

Intro Video

This video introduces the principle of DAbI in microscopy autofocusing and digital refocusing.


System Overview

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DAbI's two LED illumination configuration reveals interference-like patterns in the digitally summed intensity spectrum.


Principle of DAbI

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The origin of DAbI fringes from the digital interference of defocus aberration from two illumination angles.

DAbI for autofocusing

Autofocusing is a process that when the sample is out-of-focus, the system can automatically move the sample back to focal plane through mechanical actuation.


Graphic illustration of autofocusing

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Example of DAbI for confocal microscopy autofocusing

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DAbI for digital refocusning

Digital refocusing numerically computes an in-focus image from out-of-focus measurements without any mechanical movements. DAbI can serve as a defocus prior in image reconstructions, thus, it can significantly extend the digital refocusing capability in complex-field imaging.


Graphic illustration of digital refocusing

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Digital refocusing in complex-field imaging

Comparison among brightfield microscopy, APIC (the state-of-the-art method), and DAbI-assisted APIC.


Brightfield
DAbI + APIC
APIC
DAbI + APIC
APIC
DAbI + APIC
APIC
DAbI + APIC

BibTeX

@misc{zhou2025DAbI,
      title={Digital defocus aberration interference for automated optical microscopy}, 
      author={Haowen Zhou and Shi Zhao and Yujie Fan and Zhenyu Dong and Oumeng Zhang and Viviana Gradinaru and Changhuei Yang},
      year={2025},
      eprint={2507.10867},
      archivePrefix={arXiv},
      primaryClass={physics.optics},
      url={https://arxiv.org/abs/2507.10867} 
}