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Accelerating Polarization Resolved Second Harmonic Generation Imaging with Enhanced Super-Resolution Generative Adversarial Networks

Aghigh, Arash; Cardot, Jysiane; Mohammadi, Melika Saadat; Jargot, Gaetan; Ibrahim, Heide; Plante, Isabelle ORCID logoORCID: https://orcid.org/0000-0003-2080-6450 et Légaré, François (2024). Accelerating Polarization Resolved Second Harmonic Generation Imaging with Enhanced Super-Resolution Generative Adversarial Networks In: 2024 Photonics North, (PN), 28-30 May 2024, Vancouver, BC, Canada.

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Résumé


This study introduces a groundbreaking technique aimed at enhancing the efficiency of polarization-resolved second-harmonic generation (P-SHG) imaging for larger samples. Traditional P-SHG imaging methods are characterized by lengthy processing times and the need for costly equipment, posing significant limitations for their application on a larger scale. By merging the initial low-resolution P-SHG imaging with advanced image upscaling via Enhanced Super-Resolution Generative Adversarial Networks (ESRGAN), our approach significantly reduces the imaging time by over 95%. Crucially, this method preserves the quality and accuracy of the imaging outcomes, reduces laser-induced sample damage, lowers the cost of optical components, and expands the accessibility of P-SHG imaging for comprehensive studies of large biological and material samples. Our innovation paves the way for new scientific discoveries and technological advancements in whole-sample imaging.

Type de document: Document issu d'une conférence ou d'un atelier
Informations complémentaires: IEEE: Conference code: 201771
Mots-clés libres: Technological innovation; Costs; Superresolution; Imaging; Generative adversarial networks; Frequency conversion; Biology
Centre: Centre Énergie Matériaux Télécommunications
Centre INRS-Institut Armand Frappier
Date de dépôt: 14 sept. 2024 19:14
Dernière modification: 14 sept. 2024 19:14
URI: https://espace.inrs.ca/id/eprint/15968

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