High-speed volumetric multiphoton microscopy with deep-learning contrast enhancement for brain function investigation

To unveil how a brain functions, it is necessary to comprehend the underlying hardware and software, similar to understanding a computer. However, the main obstacle is lacking a suitable tool with enough spatiotemporal resolution to observe the physiological dynamics of an intact brain. We are developing an advanced optical imaging platform for high-speed, high-resolution, and large volume observation to decode brain functional connectome. In the conference I will report our recent progress on contrast improvement of multiphoton system, including (1) novel laser development to boost the signal strength of SRS and CARS; (2) a tunable acoustic gradient (TAG) lens-based two-photon video-rate volumetric imaging with a TAG-SPARK deep-learning denoising algorithm via spatial redundancy. The corresponding applications on Drosophila and mouse brain functions will be exemplified in the presentation.

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Published
2025-03-19
DOI
https://doi.org/10.1117/12.3043947
Primary Topic
Advanced Fluorescence Microscopy Techniques
Type
article
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article

High-speed volumetric multiphoton microscopy with deep-learning contrast enhancement for brain function investigation

Shi‐Wei Chu
Advanced Fluorescence Microscopy Techniques
article

High-speed volumetric multiphoton microscopy with deep-learning contrast enhancement for brain function investigation

Shi‐Wei Chu
article en

Abstract

To unveil how a brain functions, it is necessary to comprehend the underlying hardware and software, similar to understanding a computer. However, the main obstacle is lacking a suitable tool with enough spatiotemporal resolution to observe the physiological dynamics of an intact brain. We are developing an advanced optical imaging platform for high-speed, high-resolution, and large volume observation to decode brain functional connectome. In the conference I will report our recent progress on contrast improvement of multiphoton system, including (1) novel laser development to boost the signal strength of SRS and CARS; (2) a tunable acoustic gradient (TAG) lens-based two-photon video-rate volumetric imaging with a TAG-SPARK deep-learning denoising algorithm via spatial redundancy. The corresponding applications on Drosophila and mouse brain functions will be exemplified in the presentation.

National Taiwan University (TW)
Openalex Percentile: Top 96%
Advanced Fluorescence Microscopy Techniques
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