How smart is artificial intelligence in organs delineation? Testing a CE and FDA-approved Deep-Learning tool using multiple expert contours delineated on planning CT images

How smart is artificial intelligence in organs delineation? Testing a CE and FDA-approved Deep-Learning tool using multiple expert contours delineated on planning CT images

BackgroundA CE- and FDA-approved cloud-based Deep learning (DL)-tool for automatic organs at risk (OARs) and clinical target volumes segmentation on computer tomography images is available. Before its implementation in the clinical practice, an independent external validation was conducted.MethodsAt...

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Bibliographic Details
Main Authors: Silvia Strolin, Miriam Santoro, Giulia Paolani, Ilario Ammendolia, Alessandra Arcelli, Anna Benini, Silvia Bisello, Raffaele Cardano, Letizia Cavallini, Elisa Deraco, Costanza Maria Donati, Erika Galietta, Andrea Galuppi, Alessandra Guido, Martina Ferioli, Viola Laghi, Federica Medici, Maria Ntreta, Natalya Razganiayeva, Giambattista Siepe, Giorgio Tolento, Daria Vallerossa, Alice Zamagni, Alessio Giuseppe Morganti, Lidia Strigari
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-03-01
Series:Frontiers in Oncology
Subjects:
deep learning tool
segmentation
independent external validation
quality metrics
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Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2023.1089807/full

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https://www.frontiersin.org/articles/10.3389/fonc.2023.1089807/full

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