Automatic detection, segmentation, and classification of primary bone tumors and bone infections using an ensemble multi-task deep learning framework on multi-parametric MRIs: a multi-center study.

Ye, Qiang; Yang, Hening; Lin, Bomiao; Wang, Menghong; Song, Liwen; Xie, Zhuoyao; Lu, Zixiao; Feng, Qianjin; Zhao, Yinghua

Ye, Qiang; Yang, Hening; Lin, Bomiao; Wang, Menghong; Song, Liwen; Xie, Zhuoyao; Lu, Zixiao; Feng, Qianjin; Zhao, Yinghua.

Afiliación

Ye Q; Department of Radiology, The Third Affiliated Hospital of Southern Medical University (Academy of Orthopedics, Guangdong Province), Guangzhou, Guangdong, China.
Yang H; School of Biomedical Engineering, Southern Medical University, Guangzhou, China.
Lin B; Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University, Guangzhou, Guangdong, China.
Wang M; Department of Radiology, ZhuJiang Hospital of Southern Medical University, Guangzhou, China.
Song L; Department of Radiology, The Third Affiliated Hospital of Southern Medical University (Academy of Orthopedics, Guangdong Province), Guangzhou, Guangdong, China.
Xie Z; Department of Radiology, The Third Affiliated Hospital of Southern Medical University (Academy of Orthopedics, Guangdong Province), Guangzhou, Guangdong, China.
Lu Z; Department of Radiology, The Third Affiliated Hospital of Southern Medical University (Academy of Orthopedics, Guangdong Province), Guangzhou, Guangdong, China.
Feng Q; Department of Radiology, The Third Affiliated Hospital of Southern Medical University (Academy of Orthopedics, Guangdong Province), Guangzhou, Guangdong, China. luzixiao9206@163.com.
Zhao Y; School of Biomedical Engineering, Southern Medical University, Guangzhou, China. fengqj99@smu.edu.cn.

Eur Radiol ; 34(7): 4287-4299, 2024 Jul.

Article en En | MEDLINE | ID: mdl-38127073

Asunto(s)

Neoplasias Óseas; Aprendizaje Profundo; Humanos; Neoplasias Óseas/diagnóstico por imagen; Femenino; Estudios Retrospectivos; Masculino; Persona de Mediana Edad; Adulto; Imagen por Resonancia Magnética/métodos; Anciano; Adolescente; Interpretación de Imagen Asistida por Computador/métodos; Enfermedades Óseas Infecciosas/diagnóstico por imagen; Adulto Joven; Niño

Palabras clave

Bone infection; Bone neoplasms; Classification; Deep learning; Magnetic resonance image

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Neoplasias Óseas / Aprendizaje Profundo Límite: Adolescent / Adult / Aged / Child / Female / Humans / Male / Middle aged Idioma: En Revista: Eur Radiol Asunto de la revista: RADIOLOGIA Año: 2024 Tipo del documento: Article País de afiliación: China

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