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Impact of localized fine tuning in the performance of segmentation and classification of lung nodules from computed tomography scans using deep learning

BACKGROUND: Algorithm malfunction may occur when there is a performance mismatch between the dataset with which it was developed and the dataset on which it was deployed. METHODS: A baseline segmentation algorithm and a baseline classification algorithm were developed using public dataset of Lung Im...

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Detalles Bibliográficos
Autores principales: Cai, Jingwei, Guo, Lin, Zhu, Litong, Xia, Li, Qian, Lingjun, Lure, Yuan-Ming Fleming, Yin, Xiaoping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10088514/
https://www.ncbi.nlm.nih.gov/pubmed/37056345
http://dx.doi.org/10.3389/fonc.2023.1140635