Automatic detect lung node with deep learning in segmentation and imbalance data labeling

Abstract In this study, a novel method with the U-Net-based network architecture, 2D U-Net, is employed to segment the position of lung nodules, which are an early symptom of lung cancer and have a high probability of becoming a carcinoma, especially when a lung nodule is bigger than 15  $$\mathrm{m...

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Bibliographic Details
Main Authors: Ting-Wei Chiu, Yu-Lin Tsai, Shun-Feng Su
Format: Article
Language:English
Published: Nature Publishing Group 2021-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-90599-4