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Deep Learning for the Radiographic Detection of Periodontal Bone Loss

We applied deep convolutional neural networks (CNNs) to detect periodontal bone loss (PBL) on panoramic dental radiographs. We synthesized a set of 2001 image segments from panoramic radiographs. Our reference test was the measured % of PBL. A deep feed-forward CNN was trained and validated via 10-t...

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Detalles Bibliográficos
Publicado en:Sci Rep
Main Authors: Krois, Joachim, Ekert, Thomas, Meinhold, Leonie, Golla, Tatiana, Kharbot, Basel, Wittemeier, Agnes, Dörfer, Christof, Schwendicke, Falk
Formato: Artigo
Idioma:Inglês
Publicado: Nature Publishing Group UK 2019
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC6560098/
https://ncbi.nlm.nih.gov/pubmed/31186466
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-019-44839-3
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