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Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.

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Bibliographic Details
Title: Automated detection of metastatic lymph nodes in head and neck malignant tumors on high - resolution MRI images using an improved convolutional neural network.
Authors: Zhou Z; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: zzwjoel@hotmail.com., Xue J; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: Xx18309585032@163.com., Wu Y; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: 13323560023@163.com., Mao J; Ningxia Medical University, No. 1160, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China., Li C; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 171491345@qq.com., Yu X; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: 360942762@qq.com., Ma C; Department of Oral and Maxillofacial Surgery, General Hospital of Ningxia Medical University, No. 804, Sheng Li South Road, Yinchuan, Ningxia 750004, P.R. China. Electronic address: mcp990218@163.com., Zhao G; Department of Stomatology, People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical Universityl, No. 301, Zhengyuan North Street, Jinfeng District, Yinchuan, Ningxia 750001, P.R. China. Electronic address: zhaogz040@163.com.
Source: International journal of medical informatics [Int J Med Inform] 2025 Aug; Vol. 200, pp. 105904. Date of Electronic Publication: 2025 Mar 30.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1872-8243
DOI:10.1016/j.ijmedinf.2025.105904