A deep learning approach to investigate the filtration bleb functionality after glaucoma surgery: a preliminary study.

Journal: Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie
Published Date:

Abstract

PURPOSE: To distinguish functioning from failed filtration blebs (FBs) implementing a deep learning (DL) model on slit-lamp images.

Authors

  • Leonardo Mastropasqua
    Ophthalmology Clinic, Department of Medicine and Ageing Science, University "G. D'Annunzio" of Chieti-Pescara, Via Dei Vestini Snc, 66100, Chieti, Italy.
  • Luca Agnifili
    Ophthalmology Clinic, Department of Medicine and Ageing Science, University "G. D'Annunzio" of Chieti-Pescara, Via Dei Vestini Snc, 66100, Chieti, Italy. l.agnifili@unich.it.
  • Lorenza Brescia
    Ophthalmology Clinic, Department of Medicine and Ageing Science, University "G. D'Annunzio" of Chieti-Pescara, Via Dei Vestini Snc, 66100, Chieti, Italy.
  • Michele Figus
    Ophthalmology Unit, Department of Surgical, Medical, Molecular Pathology and Critical Care Medicine, University of Pisa, Via Roma 67, 56126, Pisa, Italy.
  • Chiara Posarelli
    Ophthalmology Unit, Department of Surgical, Medical, Molecular Pathology and Critical Care Medicine, University of Pisa, Via Roma 67, 56126, Pisa, Italy.
  • Francesco Oddone
    IRCCS Fondazione Bietti, Via Livenza, 3, 00198, Rome, Italy.
  • Sara Giammaria
    IRCCS Fondazione Bietti, Via Livenza, 3, 00198, Rome, Italy.
  • Matteo Sacchi
    University Eye Clinic, San Giuseppe Hospital, University of Milan, Milan, Italy.
  • Marco Pavan
    Datamantix S.R.L. Artificial Intelligence Company, Via Paolo Sarpi, 14/15, 33100, Udine, Italy.
  • Dante Degli Innocenti
    Datamantix S.R.L. Artificial Intelligence Company, Via Paolo Sarpi, 14/15, 33100, Udine, Italy.
  • Valentina Olivotto
    Datamantix S.R.L. Artificial Intelligence Company, Via Paolo Sarpi, 14/15, 33100, Udine, Italy.
  • Stefano L Sensi
    Center for Advanced Studies and Technology - CAST, University G. d'Annunzio of Chieti-Pescara, Italy.
  • Rodolfo Mastropasqua
    Department of Neuroscience, Imaging and Clinical Sciences (DNISC), "G. d'Annunzio" University of Chieti-Pescara, Via Dei Vestini 31, 66100, Chieti, Italy.