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Effective and efficient active learning for deep learning-based tissue image analysis

MOTIVATION: Deep learning attained excellent results in digital pathology recently. A challenge with its use is that high quality, representative training datasets are required to build robust models. Data annotation in the domain is labor intensive and demands substantial time commitment from exper...

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Detalles Bibliográficos
Autores principales: Meirelles, André L S, Kurc, Tahsin, Kong, Jun, Ferreira, Renato, Saltz, Joel, Teodoro, George
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079352/
https://www.ncbi.nlm.nih.gov/pubmed/36943380
http://dx.doi.org/10.1093/bioinformatics/btad138