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Improving deep learning-based segmentation of diatoms in gigapixel-sized virtual slides by object-based tile positioning and object integrity constraint

Diatoms represent one of the morphologically and taxonomically most diverse groups of microscopic eukaryotes. Light microscopy-based taxonomic identification and enumeration of frustules, the silica shells of these microalgae, is broadly used in aquatic ecology and biomonitoring. One key step in eme...

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Detalles Bibliográficos
Autores principales: Kloster, Michael, Burfeid-Castellanos, Andrea M., Langenkämper, Daniel, Nattkemper, Tim W., Beszteri, Bánk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956069/
https://www.ncbi.nlm.nih.gov/pubmed/36827378
http://dx.doi.org/10.1371/journal.pone.0272103