Dynamic multiplexed intensity diffraction tomography using a spatiotemporal regularization-driven disorder-invariant multilayer perceptron

Multiplexed intensity diffraction tomography (mIDT) is a technique that reconstructs the three-dimensional refractive index (3DRI) of a sample solely through intensity measurements. Using an array of light sources to generate multi-directional and multiplexed illumination eliminates the need for mechanical scanning, allowing for quantitative 3DRI reconstruction of label-free samples. However, acquiring multiple images under different illumination conditions limits its use in dynamic scenes. Here, we propose a dynamic 3DRI reconstruction method based on a spatiotemporal regularization-driven disorder-invariant multilayer perceptron (STR-DI-MLP). This method reconstructs the 3DRI distribution of a sample from multiple images with motion-induced shifts. Simulations show it offers faster reconstruction speeds and fewer artifacts. Moreover, it maintains robust reconstruction performance under varying degrees of motion. Experimental validation of our system demonstrates its capability to reconstruct 3DRI in dynamic scenes with motion speeds below approximately 16 µm/s, proving it effective for 3DRI reconstruction of living microorganisms.

Authors

Institutions

Publication Details

Journal
Optics Express
Published
2024-09-27
DOI
https://doi.org/10.1364/oe.540070
Citations
5
Primary Topic
Digital Holography and Microscopy
Type
article
Field-Weighted Citation Impact
1.69

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Dynamic multiplexed intensity diffraction tomography using a spatiotemporal regularization-driven disorder-invariant multilayer perceptron

Liyun Zhong, Haiwen Chen, Haixin Luo, Xiaoxu Lü et al.
5 citations
Optics Express
Digital Holography and Microscopy
1.69
article

Dynamic multiplexed intensity diffraction tomography using a spatiotemporal regularization-driven disorder-invariant multilayer perceptron

Liyun Zhong, Haiwen Chen, Haixin Luo, Xiaoxu Lü, Jie Xu, Jindong Tian, Mingming Wan
article en
5 citations

Abstract

Multiplexed intensity diffraction tomography (mIDT) is a technique that reconstructs the three-dimensional refractive index (3DRI) of a sample solely through intensity measurements. Using an array of light sources to generate multi-directional and multiplexed illumination eliminates the need for mechanical scanning, allowing for quantitative 3DRI reconstruction of label-free samples. However, acquiring multiple images under different illumination conditions limits its use in dynamic scenes. Here, we propose a dynamic 3DRI reconstruction method based on a spatiotemporal regularization-driven disorder-invariant multilayer perceptron (STR-DI-MLP). This method reconstructs the 3DRI distribution of a sample from multiple images with motion-induced shifts. Simulations show it offers faster reconstruction speeds and fewer artifacts. Moreover, it maintains robust reconstruction performance under varying degrees of motion. Experimental validation of our system demonstrates its capability to reconstruct 3DRI in dynamic scenes with motion speeds below approximately 16 µm/s, proving it effective for 3DRI reconstruction of living microorganisms.

Optics ExpressVol. 32(22)
South China Normal University (CN)
National Natural Science Foundation of China, Basic and Applied Basic Research Foundation of Guangdong Province
Openalex Percentile: Top 16%
Digital Holography and Microscopy
1.69
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.