USR: Unrolled Super-Resolution with Deep Priors for Structured Illumination Microscopy

S. Parisa Dajkhosh; Mazharul Hossain; Chrysanthe Preza

doi:10.1364/3D.2023.JTu4A.42

Optica Imaging Congress (3D, COSI, DH, FLatOptics, IS, pcAOP)
Technical Digest Series (Optica Publishing Group, 2023),
paper JTu4A.42
•https://doi.org/10.1364/3D.2023.JTu4A.42

USR: Unrolled Super-Resolution with Deep Priors for Structured Illumination Microscopy

S. Parisa Dajkhosh, Mazharul Hossain, and Chrysanthe Preza

Digital Holography and Three-Dimensional Imaging 2023

Boston, Massachusetts United States
14–17 August 2023
ISBN: 978-1-957171-28-9

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Joint Poster Session I (JTu4A)

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S. P. Dajkhosh, M. Hossain, and C. Preza, "USR: Unrolled Super-Resolution with Deep Priors for Structured Illumination Microscopy," in Optica Imaging Congress (3D, COSI, DH, FLatOptics, IS, pcAOP), Technical Digest Series (Optica Publishing Group, 2023), paper JTu4A.42.

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Abstract

We introduce a method for enhancing the resolution of Structured Illumination Microscopy images. It uses a deep prior network, unrolled with a model-based analytical process to improve performance, maintain structural details, and guarantee the theory.

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