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Deep learning for biomarker regression: application to osteoporosis and emphysema on chest CT scans

INTRODUCTION: Biomarker computation using deep-learning often relies on a two-step process, where the deep learning algorithm segments the region of interest and then the biomarker is measured. We propose an alternative paradigm, where the biomarker is estimated directly using a regression network....

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Detalhes bibliográficos
Publicado no:Proc SPIE Int Soc Opt Eng
Main Authors: González, Germán, Washko, George R., Estépar, Raúl San José
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6097534/
https://ncbi.nlm.nih.gov/pubmed/30122802
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/12.2293455
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