Transformer model based on Sonazoid contrast-enhanced ultrasound for microvascular invasion prediction in hepatocellular carcinoma.

Abstract

Authors

• Qiong Qin
  Department of Medical Ultrasonics, Guangxi Zhuang Autonomous Region, First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, People's Republic of China.
• Jinshu Pang
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Jingdan Li
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Ruizhi Gao
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Rong Wen
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Yuquan Wu
  Institute of Software, Chinese Academy of Sciences, Beijing 100190, China.
• Li Liang
  Duke Clinical Research Institute, Duke University, Durham, North Carolina.
• Qiao Que
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Changwen Liu
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Jinbo Peng
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Yun Lv
  Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical, University, Nanning, Guangxi, China.
• Yun He
  Metanotitia Inc., Shenzhen, China.
• Peng Lin
  Zhejiang Key Laboratory of Excited-State Energy Conversion and Energy Storage, Department of Chemistry, Zhejiang University, Hangzhou 310058, China.
• Hong Yang
  Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, China.

Keywords

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