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Unraveling the deep learning gearbox in optical coherence tomography image segmentation towards explainable artificial intelligence.
Maloca, Peter M; Müller, Philipp L; Lee, Aaron Y; Tufail, Adnan; Balaskas, Konstantinos; Niklaus, Stephanie; Kaiser, Pascal; Suter, Susanne; Zarranz-Ventura, Javier; Egan, Catherine; Scholl, Hendrik P N; Schnitzer, Tobias K; Singer, Thomas; Hasler, Pascal W; Denk, Nora.
Affiliation
  • Maloca PM; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland. peter.maloca@iob.ch.
  • Müller PL; OCTlab, Department of Ophthalmology, University Hospital Basel, Basel, Switzerland. peter.maloca@iob.ch.
  • Lee AY; Department of Ophthalmology, University of Basel, Basel, Switzerland. peter.maloca@iob.ch.
  • Tufail A; Moorfields Eye Hospital NHS Foundation Trust, London, UK. peter.maloca@iob.ch.
  • Balaskas K; Moorfields Eye Hospital NHS Foundation Trust, London, UK.
  • Niklaus S; Department of Ophthalmology, University of Bonn, Bonn, Germany.
  • Kaiser P; Department of Ophthalmology, Puget Sound Veteran Affairs, Seattle, WA, USA.
  • Suter S; eScience Institute, University of Washington, Seattle, WA, USA.
  • Zarranz-Ventura J; Department of Ophthalmology, University of Washington, Seattle, WA, USA.
  • Egan C; Moorfields Eye Hospital NHS Foundation Trust, London, UK.
  • Scholl HPN; Moorfields Eye Hospital NHS Foundation Trust, London, UK.
  • Schnitzer TK; Moorfields Ophthalmic Reading Centre, London, UK.
  • Singer T; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland.
  • Hasler PW; Supercomputing Systems, Zurich, Switzerland.
  • Denk N; Supercomputing Systems, Zurich, Switzerland.
Commun Biol ; 4(1): 170, 2021 02 05.
Article in En | MEDLINE | ID: mdl-33547415
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Full text: 1 Database: MEDLINE Main subject: Tomography, Optical Coherence / Machine Learning / Deep Learning Type of study: Diagnostic_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limits: Adult / Animals / Female / Humans / Male / Middle aged Language: En Year: 2021 Type: Article
Fulltext
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PubMed Links
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Full text: 1 Database: MEDLINE Main subject: Tomography, Optical Coherence / Machine Learning / Deep Learning Type of study: Diagnostic_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limits: Adult / Animals / Female / Humans / Male / Middle aged Language: En Year: 2021 Type: Article