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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Bibliographic Details
Main Authors: Hui Yu, Jinqiu Li, Lixin Zhang, Yuzhen Cao, Xuyao Yu, Jinglai Sun
Format: article
Language:EN
Published: BMC 2021
Subjects:
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
Online Access:https://doaj.org/article/ea95d1654c53428fa1eb5fc5cc931d56
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https://doaj.org/article/ea95d1654c53428fa1eb5fc5cc931d56

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