Automatic cervical lymph nodes detection and segmentation in heterogeneous computed tomography images using deep transfer learning

Automatic cervical lymph nodes detection and segmentation in heterogeneous computed tomography images using deep transfer learning

Abstract To develop a deep learning model using transfer learning for automatic detection and segmentation of neck lymph nodes (LNs) in computed tomography (CT) images, the study included 11,013 annotated LNs with a short-axis diameter ≥ 3 mm from 626 head and neck cancer patients across four hospit...

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Bibliographic Details
Main Authors: Wenjun Liao, Xiangde Luo, Lu Li, Jinfeng Xu, Yuan He, Hui Huang, Shichuan Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Subjects:
Head and neck cancer
Neck lymph node
Deep learning
Detection
Segmentation
Online Access:https://doi.org/10.1038/s41598-024-84804-3
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