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Deep neural network based histological scoring of lung fibrosis and inflammation in the mouse model system

Preclinical studies of novel compounds rely on quantitative readouts from animal models. Frequently employed readouts from histopathological tissue scoring are time consuming, require highly specialized staff and are subject to inherent variability. Recent advances in deep convolutional neural netwo...

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Detalles Bibliográficos
Autores principales: Heinemann, Fabian, Birk, Gerald, Schoenberger, Tanja, Stierstorfer, Birgit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6107205/
https://www.ncbi.nlm.nih.gov/pubmed/30138413
http://dx.doi.org/10.1371/journal.pone.0202708