Phase Retrieval using Single-Instance Deep Generative Prior [preprint]
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Preprint date

June 9, 2021

Authors

Kshitij Tayal (Ph.D. student), Raunak Manekar (Ph.D. student), Zhong Zhuang, David Yang, Vipin Kumar (professor), Felix Hofmann, Ju Sun (professor)

Abstract

Several deep learning methods for phase retrieval exist, but most of them fail on realistic data without precise support information. We propose a novel method based on single-instance deep generative prior that works well on complex-valued crystal data.

Link to full paper

Phase Retrieval using Single-Instance Deep Generative Prior

Keywords

machine learning, phase retrieval, deep learning

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