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Deep learning with mixed supervision for brain tumor segmentation

Most of the current state-of-the-art methods for tumor segmentation are based on machine learning models trained manually on segmented images. This type of training data is particularly costly, as manual delineation of tumors is not only time-consuming but also requires medical expertise. On the oth...

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Detalhes bibliográficos
Publicado no:J Med Imaging (Bellingham)
Main Authors: Mlynarski, Pawel, Delingette, Hervé, Criminisi, Antonio, Ayache, Nicholas
Formato: Artigo
Idioma:Inglês
Publicado em: Society of Photo-Optical Instrumentation Engineers 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6689144/
https://ncbi.nlm.nih.gov/pubmed/31423456
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.6.3.034002
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