Endoscopy 2019; 51(06): 522-531
DOI: 10.1055/a-0855-3532
DOI: 10.1055/a-0855-3532
Original article
A deep neural network improves endoscopic detection of early gastric cancer without blind spots
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
,
Wei 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
,
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
,
Jun Zhang
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
,
Shan Hu
4
School of Resources and Environmental Sciences of Wuhan University, Wuhan, China
,
Qianshan Ding
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
,
Ganggang Mu
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
,
Anning Yin
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
,
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
,
Jun Liu
1
Department of Gastroenterology, 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
,
Xiaoda Jiang
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
,
Zhengqiang Wang
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
,
Yunchao 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
,
Mei Liu
5
Department of Gastroenterology, Tongji Hospital of Huazhong University of Science and Technology, Wuhan, China
,
Rong Lin
6
Department of Gastroenterology, Wuhan Union Hospital of Huazhong University of Science and Technology, Wuhan, China
,
Tingsheng Ling
7
Department of Gastroenterology, Nanjing Drum Tower Hospital of Nanjin University, Nanjin, China
,
Peng Li
8
Department of Gastroenterology, Beijing Friendship Hospital of the Capital University of Medical Sciences, Beijing, China
,
Qi Wu
9
Endoscopy Center, Beijing Cancer Hospital of Peking University, Beijing, China
,
Peng Jin
10
Department of Gastroenterology, Beijing Military Hospital, Beijing, China
,
Jie Chen
11
Department of Gastroenterology, Changhai Hospital of the Second Military Medical 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
