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Nonsmooth Convex Optimization for Structured Illumination Microscopy Image Reconstruction

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  • معلومة اضافية
    • Contributors:
      Compartimentation et dynamique cellulaires (CDC); Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut Curie Paris -Centre National de la Recherche Scientifique (CNRS); Laboratoire de Physique de l'ENS Lyon (Phys-ENS); École normale supérieure de Lyon (ENS de Lyon); Université de Lyon-Université de Lyon-Université Claude Bernard Lyon 1 (UCBL); Université de Lyon-Centre National de la Recherche Scientifique (CNRS); GIPSA - Architecture, Géométrie, Perception, Images, Gestes (GIPSA-AGPIG); Département Images et Signal (GIPSA-DIS); Grenoble Images Parole Signal Automatique (GIPSA-lab); Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP)-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes 2016-2019 (UGA 2016-2019 )-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP)-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes 2016-2019 (UGA 2016-2019 )-Grenoble Images Parole Signal Automatique (GIPSA-lab); Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP)-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes 2016-2019 (UGA 2016-2019 )-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP)-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes 2016-2019 (UGA 2016-2019 ); BioImaging Cell and Tissue Core Facility (PICT-IBiSA); Institut Curie Paris; Génétique et Biologie du Développement; Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut Curie Paris -Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS); CNRS PEPS PROMIS
    • بيانات النشر:
      CCSD
      IOP Publishing
    • الموضوع:
      2018
    • Collection:
      HAL Lyon 1 (University Claude Bernard Lyon 1)
    • نبذة مختصرة :
      International audience ; In this paper, we propose a new approach for structured illumination microscopy image reconstruction. We first introduce the principles of this imaging modality and review its properties in various conditions. We then propose the minimization of nonsmooth convex functionals for the recovery of the unknown image and investigate several data–fitting and regularization terms in order to tackle reconstruction of noisy data. More specifically, we consider an original approach based on sparse local patch dictionaries for the regularization of the estimate. We demonstrate the good performance of the proposed approach on a test benchmark and perform some test experiments on images acquired on two different microscopes.
    • الرقم المعرف:
      10.1088/1361-6420/aaccca
    • الدخول الالكتروني :
      https://hal.science/hal-01274259
      https://hal.science/hal-01274259v4/document
      https://hal.science/hal-01274259v4/file/article-hal.pdf
      https://doi.org/10.1088/1361-6420/aaccca
    • Rights:
      https://creativecommons.org/licenses/by/4.0/ ; info:eu-repo/semantics/OpenAccess
    • الرقم المعرف:
      edsbas.4A079B6B