Unsupervised Deep Learning for Ptychography

Carmelo Grova,Charles S. Bevis, Nicola Giani,Daniel E. Adams,Giulia F. Mancini, Giovanni Pellegrini

High-Brightness Sources and Light-Driven Interactions Congress(2024)

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Abstract
We couple an untrained neural network to a complete physical model that describes the image formation process in Ptychography. We demonstrate high fidelity, full-field image reconstruction with ×5 less diffraction patterns for real-time ultrafast microscopy.
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