B
Bethany Garie
Publications - 1
Citations - 111
Bethany Garie is an academic researcher. The author has contributed to research in topics: Deep learning & Segmentation. The author has an hindex of 1, co-authored 1 publications receiving 8 citations.
Papers
More filters
Journal ArticleDOI
Clinically Applicable Segmentation of Head and Neck Anatomy for Radiotherapy: Deep Learning Algorithm Development and Validation Study
Stanislav Nikolov,Sam Blackwell,Alexei Zverovitch,R. Mendes,Michelle Livne,Jeffrey De Fauw,Yojan Patel,Clemens Meyer,Harry Askham,Bernadino Romera-Paredes,Christopher Kelly,Alan Karthikesalingam,Carlton Chu,Dawn Carnell,Cheng Boon,Derek D'Souza,S. Moinuddin,Bethany Garie,Yasmin McQuinlan,Sarah Ireland,Kiarna Hampton,Krystle Fuller,Hugh Montgomery,Geraint Rees,Mustafa Suleyman,Trevor Back,Cían Owen Hughes,Joseph R. Ledsam,Olaf Ronneberger +28 more
TL;DR: In this article, a 3D U-Net architecture was used to segment head and neck organs at risk commonly segmented in clinical practice, and the model was trained on a data set of 663 deidentified computed tomography scans acquired in routine clinical practice and with both segmentations taken from clinical practices and segmentations created by experienced radiographers.