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A deep learning model using hyperspectral image for EUS-FNA cytology diagnosis in pancreatic ductal adenocarcinoma.

Xianzheng QinMinmin ZhangChunhua ZhouTaojing RanYundi PanYingjiao DengXingran XieYao ZhangTingting GongBenyan ZhangLing ZhangYan WangQingli LiDong WangLili GaoDuo-Wu Zou
Published in: Cancer medicine (2023)
An HSI-based model was developed to diagnose cytological PDAC specimens obtained using EUS-guided sampling. Under the supervision of experienced cytopathologists, we performed multi-staged consecutive in-depth learning of the model. Its superior diagnostic performance could be of value for cytologists when diagnosing PDAC.
Keyphrases
  • fine needle aspiration
  • deep learning
  • ultrasound guided