Deep Learning for the Radiographic Detection of Periodontal Bone Loss
Deep Learning for the Radiographic Detection of Periodontal Bone Loss
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Publisher
London: Nature Publishing Group UK
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Language
English
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Publisher
London: Nature Publishing Group UK
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Contents
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-times repeated group shuffling. Model architectures...
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Full title
Deep Learning for the Radiographic Detection of Periodontal Bone Loss
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TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_6560098
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_6560098
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ISSN
2045-2322
E-ISSN
2045-2322
DOI
10.1038/s41598-019-44839-3
