In Vivo Intelligent Fluorescence Endo‐Microscopy by Varifocal Meta‐Device and Deep Learning

Author:

Chia Yu‐Hsin12ORCID,Liao Wei‐Hao3ORCID,Vyas Sunil2ORCID,Chu Cheng Hung4ORCID,Yamaguchi Takeshi5ORCID,Liu Xiaoyuan6ORCID,Tanaka Takuo5ORCID,Huang Yi‐You127ORCID,Chen Mu Ku689ORCID,Chen Wen‐Shiang310ORCID,Tsai Din Ping689ORCID,Luo Yuan241112ORCID

Affiliation:

1. Department of Biomedical Engineering National Taiwan University Taipei 10051 Taiwan

2. Institute of Medical Device and Imaging National Taiwan University Taipei 10051 Taiwan

3. Department of Physical Medicine and Rehabilitation National Taiwan University Hospital & National Taiwan University College of Medicine Taipei 10051 Taiwan

4. YongLin Institute of Health National Taiwan University Taipei 10087 Taiwan

5. Innovative Photon Manipulation Research Team RIKEN Center for Advanced Photonics Saitama 351‐0198 Japan

6. Department of Electrical Engineering City University of Hong Kong Kowloon 999077 Hong Kong, China

7. Department of Biomedical Engineering National Taiwan University Hospital Taipei 10051 Taiwan

8. Centre for Biosystems, Neuroscience and Nanotechnology City University of Hong Kong Kowloon 999077 Hong Kong, China

9. The State Key Laboratory of Terahertz and Millimeter Waves City University of Hong Kong Kowloon 999077 Hong Kong, China

10. Institute of Biomedical Engineering and Nanomedicine National Health Research Institutes Miaoli 35053 Taiwan

11. Molecular Imaging Center National Taiwan University Taipei 10672 Taiwan

12. Program for Precision Health and Intelligent Medicine National Taiwan University Taipei 106319 Taiwan

Abstract

AbstractEndo‐microscopy is crucial for real‐time 3D visualization of internal tissues and subcellular structures. Conventional methods rely on axial movement of optical components for precise focus adjustment, limiting miniaturization and complicating procedures. Meta‐device, composed of artificial nanostructures, is an emerging optical flat device that can freely manipulate the phase and amplitude of light. Here, an intelligent fluorescence endo‐microscope is developed based on varifocal meta‐lens and deep learning (DL). The breakthrough enables in vivo 3D imaging of mouse brains, where varifocal meta‐lens focal length adjusts through relative rotation angle. The system offers key advantages such as invariant magnification, a large field‐of‐view, and optical sectioning at a maximum focal length tuning range of ≈2 mm with 3 µm lateral resolution. Using a DL network, image acquisition time and system complexity are significantly reduced, and in vivo high‐resolution brain images of detailed vessels and surrounding perivascular space are clearly observed within 0.1 s (≈50 times faster). The approach will benefit various surgical procedures, such as gastrointestinal biopsies, neural imaging, brain surgery, etc.

Funder

National Science and Technology Council

National Taiwan University

Guangdong Provincial Department of Science and Technology

City University of Hong Kong

National Health Research Institutes

Publisher

Wiley

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