Fourier Ptychography Microscopy With Integrated Positional Misalignment Correction

Fourier Ptychography Microscopy enables reconstructing both intensity and phase high-resolution wide-field images from multiple captures under varying illumination directions. The capture process is classically modeled using a neural network. The reconstructed object is iteratively optimized by gradient descent so the network output matches the captures. Although, this process hinges on a precise estimation of the system geometry. While previous works alternate object image refinement and LEDs positional misalignment correction, we show that geometry estimation can be efficiently integrated into the object reconstruction process, so achieving system self-calibration, and enhancing the quality of reconstructed images.

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Publication Details

Published
2024-09-27
DOI
https://doi.org/10.1109/icip51287.2024.10647880
Primary Topic
Advanced X-ray Imaging Techniques
Type
article
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article

Fourier Ptychography Microscopy With Integrated Positional Misalignment Correction

Patrick Horain, Juliana Damurie
Advanced X-ray Imaging Techniques
article

Fourier Ptychography Microscopy With Integrated Positional Misalignment Correction

Patrick Horain, Juliana Damurie
article en

Abstract

Fourier Ptychography Microscopy enables reconstructing both intensity and phase high-resolution wide-field images from multiple captures under varying illumination directions. The capture process is classically modeled using a neural network. The reconstructed object is iteratively optimized by gradient descent so the network output matches the captures. Although, this process hinges on a precise estimation of the system geometry. While previous works alternate object image refinement and LEDs positional misalignment correction, we show that geometry estimation can be efficiently integrated into the object reconstruction process, so achieving system self-calibration, and enhancing the quality of reconstructed images.

Vol. 28
Institut Polytechnique de Paris (FR), Télécom SudParis (FR), Services répartis, Architectures, MOdélisation, Validation, Administration des Réseaux (FR)
Openalex Percentile: Top 86%
Advanced X-ray Imaging Techniques
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