Robust total retina thickness segmentation in optical coherence tomography images using convolutional neural networks

We developed a fully automated system using a convolutional neural network (CNN) for total retina segmentation in optical coherence tomography (OCT) that is robust to the presence of severe retinal pathology. A generalized U-net network architecture was introduced to include the large context needed...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Biomed Opt Express
Prif Awduron: Venhuizen, Freerk G., van Ginneken, Bram, Liefers, Bart, van Grinsven, Mark J.J.P., Fauser, Sascha, Hoyng, Carel, Theelen, Thomas, Sánchez, Clara I.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Optical Society of America 2017
Pynciau:
Article
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC5508829/
https://ncbi.nlm.nih.gov/pubmed/28717568
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1364/BOE.8.003292
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