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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...
Autores principales: | Moreira da Silva, D. E., Gonçalves, Lio, Franco-Gonçalo, Pedro, Colaço, Bruno, Alves-Pimenta, Sofia, Ginja, Mário, Ferreira, Manuel, Filipe, Vitor |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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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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