Design of lung nodules segmentation and recognition algorithm based on deep learning

Design of lung nodules segmentation and recognition algorithm based on deep learning

Abstract Background Accurate segmentation and recognition algorithm of lung nodules has great important value of reference for early diagnosis of lung cancer. An algorithm is proposed for 3D CT sequence images in this paper based on 3D Res U-Net segmentation network and 3D ResNet50 classification ne...

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Detalles Bibliográficos
Autores principales: Hui Yu, Jinqiu Li, Lixin Zhang, Yuzhen Cao, Xuyao Yu, Jinglai Sun
Formato: article
Lenguaje:EN
Publicado: BMC 2021
Materias:
Lung nodule
Convolutional neural network
U-Net
Residual learning
Image segmentation
Image classification
Computer applications to medicine. Medical informatics
R858-859.7
Biology (General)
QH301-705.5
Acceso en línea:https://doaj.org/article/ea95d1654c53428fa1eb5fc5cc931d56
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