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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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Vydáno v:PLoS One
Hlavní autoři: Koitka, Sven, Demircioglu, Aydin, Kim, Moon S., Friedrich, Christoph M., Nensa, Felix
Médium: Artigo
Jazyk:Inglês
Vydáno: Public Library of Science 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC6239319/
https://ncbi.nlm.nih.gov/pubmed/30444906
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0207496
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