Deep learning radiomics of dual-modality ultrasound images for hierarchical diagnosis of unexplained cervical lymphadenopathy

被引：0
|
作者：
Yangyang Zhu
Zheling Meng
Xiao Fan
Yin Duan
Yingying Jia
Tiantian Dong
Yanfang Wang
Juan Song
Jie Tian
Kun Wang
Fang Nie
机构：
[1] Lanzhou University Second Hospital,Ultrasound Medical Center
[2] Lanzhou University,School of Artificial Intelligence
[3] CAS Key Laboratory of Molecular Imaging,Department of Ultrasound
[4] The State Key Laboratory of Management and Control for Complex Systems,Department of Ultrasound
[5] Institute of Automation,Beijing Advanced Innovation Center for Big Data
[6] Chinese Academy of Sciences,Based Precision Medicine, School of Medicine and Engineering
[7] University of Chinese Academy of Sciences,undefined
[8] Gansu Provincial Cancer Hospital,undefined
[9] People’s Hospital of Ningxia Hui Autonomous Region,undefined
[10] Beihang University,undefined
[11] Gansu Province Clinical Research Center for Ultrasonography,undefined
[12] Gansu Province Medical Engineering Research Center for Intelligence Ultrasound,undefined
来源：
BMC Medicine | / 20卷
关键词：
Deep learning; Cervical lymphadenopathy; Ultrasound; Reactive hyperplasia; Tuberculous lymphadenitis; Lymphoma; Metastatic carcinoma;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [21] Deep Learning With Ultrasound Images Enhance the Diagnosis of Nonalcoholic Fatty Liver
    Liu, Yao
    Yu, Wenrou
    Wang, Peizheng
    Huang, Yingzhou
    Li, Jin
    Li, Pan
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2024, 50 (11): : 1724 - 1730
  • [22] Mesoporous composite nanoparticles for dual-modality ultrasound/magnetic resonance imaging and synergistic chemo-/thermotherapy against deep tumors
    Zhang, Nan
    Wang, Ronghui
    Hao, Junnian
    Yang, Yang
    Zou, Hongmi
    Wang, Zhigang
    INTERNATIONAL JOURNAL OF NANOMEDICINE, 2017, 12 : 7273 - 7289
  • [23] Dual-modality spatiotemporal feature learning for spontaneous facial expression recognition in e-learning using hybrid deep neural network
    Xiaoliang Zhu
    Zijian Chen
    The Visual Computer, 2020, 36 : 743 - 755
  • [24] Dual-modality spatiotemporal feature learning for spontaneous facial expression recognition in e-learning using hybrid deep neural network
    Zhu, Xiaoliang
    Chen, Zijian
    VISUAL COMPUTER, 2020, 36 (04): : 743 - 755
  • [25] Development of a single-detector imaging flow cytometer for light scattering and fluorescence dual-modality analysis with deep learning
    Wang, Zhiwen
    Zhou, Jie
    Liu, Qiao
    Su, Xuantao
    IMAGING, MANIPULATION, AND ANALYSIS OF BIOMOLECULES, CELLS, AND TISSUES XXII, 2024, 12846
  • [26] A dual-modality evaluation of computer-aided breast lesion segmentation in mammogram and ultrasound using customized transfer learning approach
    Kushangi Atrey
    Bikesh Kumar Singh
    Abhijit Roy
    Narendra Kuber Bodhey
    Signal, Image and Video Processing, 2023, 17 : 1955 - 1963
  • [27] A dual-modality evaluation of computer-aided breast lesion segmentation in mammogram and ultrasound using customized transfer learning approach
    Atrey, Kushangi
    Singh, Bikesh Kumar
    Roy, Abhijit
    Bodhey, Narendra Kuber
    SIGNAL IMAGE AND VIDEO PROCESSING, 2023, 17 (05) : 1955 - 1963
  • [28] Automated Diagnosis of Cervical Intraepithelial Neoplasia in Histology Images via Deep Learning
    Cho, Bum-Joo
    Kim, Jeong-Won
    Park, Jungkap
    Kwon, Gui-Young
    Hong, Mineui
    Jang, Si-Hyong
    Bang, Heejin
    Kim, Gilhyang
    Park, Sung-Taek
    DIAGNOSTICS, 2022, 12 (02)
  • [29] Diagnosis of Focal Liver Diseases Based on Deep Learning Technique for Ultrasound Images
    Hassan, Tarek M.
    Elmogy, Mohammed
    Sallam, El-Sayed
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2017, 42 (08) : 3127 - 3140
  • [30] Diagnosis of Focal Liver Diseases Based on Deep Learning Technique for Ultrasound Images
    Tarek M. Hassan
    Mohammed Elmogy
    El-Sayed Sallam
    Arabian Journal for Science and Engineering, 2017, 42 : 3127 - 3140
12345