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Ossification area localization in pediatric hand radiographs using deep neural networks for object detection

BACKGROUND: Detection of ossification areas of hand bones in X-ray images is an important task, e.g. as a preprocessing step in automated bone age estimation. Deep neural networks have emerged recently as de facto standard detection methods, but their drawback is the need of large annotated datasets...

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Detalles Bibliográficos
Autores principales: Koitka, Sven, Demircioglu, Aydin, Kim, Moon S., Friedrich, Christoph M., Nensa, Felix
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6239319/
https://www.ncbi.nlm.nih.gov/pubmed/30444906
http://dx.doi.org/10.1371/journal.pone.0207496