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Endoscopy 2021; 53(05): 469-477
DOI: 10.1055/a-1229-0920
Original article

A deep learning-based system for identifying differentiation status and delineating the margins of early gastric cancer in magnifying narrow-band imaging endoscopy

Tingsheng Ling*
1   Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University, Nanjing, China
2   Department of Gastroenterology, Nanjing Gaochun People’s Hospital, Nanjing, China
,
Lianlian Wu*
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Yiwei Fu
6   Department of Gastroenterology, Taizhou Peopleʼs Hospital, Taizhou, China
,
Qinwei Xu
7   Endoscopy Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
,
Ping An
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Jun Zhang
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Shan Hu
8   Technology Department, Wuhan EndoAngel Medical Technology Company, Wuhan, China
,
Yiyun Chen
9   School of Resources and Environmental Sciences of Wuhan University, Wuhan University, Wuhan, China
,
Xinqi He
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Jing Wang
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Xi Chen
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Jie Zhou
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Youming Xu
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
,
Xiaoping Zou
1   Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjing University, Nanjing, China
2   Department of Gastroenterology, Nanjing Gaochun People’s Hospital, Nanjing, China
,
Honggang Yu
3   Department of Gastroenterology, Renmin Hospital of Wuhan University, Wuhan, China
4   Key Laboratory of Hubei Province for Digestive System Disease, Renmin Hospital of Wuhan University, Wuhan, China
5   Hubei Provincial Clinical Research Center for Digestive Disease Minimally Invasive Incision, Renmin Hospital of Wuhan University, Wuhan, China
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