Deep learning-based fully automated detection and segmentation of pelvic lymph nodes on diffusion-weighted images for prostate cancer: a multicenter study

Deep learning-based fully automated detection and segmentation of pelvic lymph nodes on diffusion-weighted images for prostate cancer: a multicenter study

Abstract Background Accurate identification and evaluation of lymph nodes (LNs) in prostate cancer (PCa) patients is crucial for effective staging but can be time-consuming. We utilized a 3D V-Net model to improve the efficiency and accuracy of LN detection and segmentation. Methods Utilizing pelvic...

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Bibliographic Details
Main Authors: Zhaonan Sun, Pengsheng Wu, Tongtong Zhao, Ge Gao, Huihui Wang, Xiaodong Zhang, Xiaoying Wang
Format: Article
Language:English
Published: BMC 2025-03-01
Series:Cancer Imaging
Subjects:
Prostate cancer
Lymph nodes
Segmentation
Detection
Deep learning
Online Access:https://doi.org/10.1186/s40644-025-00840-w
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https://doi.org/10.1186/s40644-025-00840-w

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