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Active learning for data efficient semantic segmentation of canine bones in radiographs

X-ray bone semantic segmentation is one crucial task in medical imaging. Due to deep learning's emergence, it was possible to build high-precision models. However, these models require a large quantity of annotated data. Furthermore, semantic segmentation requires pixel-wise labeling, thus bein...

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Detalles Bibliográficos
Autores principales: Moreira da Silva, D. E., Gonçalves, Lio, Franco-Gonçalo, Pedro, Colaço, Bruno, Alves-Pimenta, Sofia, Ginja, Mário, Ferreira, Manuel, Filipe, Vitor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9644053/
https://www.ncbi.nlm.nih.gov/pubmed/36388405
http://dx.doi.org/10.3389/frai.2022.939967

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