Endoscopy 2021; 53(05): 491-498
DOI: 10.1055/a-1244-5698
DOI: 10.1055/a-1244-5698
Original article
Intelligent difficulty scoring and assistance system for endoscopic extraction of common bile duct stones based on deep learning: multicenter study
Li Huang‡
*
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Xiaoyan Lu‡
*
4
State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote
Sensing, Wuhan University, Wuhan, China
,
Xu Huang
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Xiaoping Zou
5
Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University
Medical School, Nanjing, China
,
Lianlian Wu
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Zhongyin Zhou
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Deqing Wu
6
Department of Gastroenterology, Tenth People Hospital of Tongji University, Shanghai,
China
,
Dehua Tang
5
Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University
Medical School, Nanjing, China
,
Dingyuan Chen
4
State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote
Sensing, Wuhan University, Wuhan, China
,
Xinyue Wan
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Zhongchao Zhu
7
Department of Pancreatic Surgery, Renmin Hospital of Wuhan University, Wuhan, China
,
Tao Deng
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Lei Shen
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Jun Liu
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Yijie Zhu
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Dexin Gong
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Di Chen
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Yanfei Zhong
4
State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote
Sensing, Wuhan University, Wuhan, China
,
Feng Liu
6
Department of Gastroenterology, Tenth People Hospital of Tongji University, Shanghai,
China
,
Honggang Yu
1
Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
2
Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of
Wuhan University, Wuhan, China
3
Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive
Incision, Renmin Hospital of Wuhan University, Wuhan, China
› Author Affiliations
