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A Semi-Supervised Learning Framework for Classifying Colorectal Neoplasia Based on the NICE Classification.

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第一作者： Yu,Wang

第一单位： Department of Hepatobiliary Surgery, Jintan Affiliated Hospital of Jiangsu University, Changzhou, Jiangsu, 213200, China.

作者： Yu,Wang ^[1] ; Haoxiang,Ni ^[2] ; Jielu,Zhou ^[3] ; Lihe,Liu ^[2] ; Jiaxi,Lin ^[2] ; Minyue,Yin ^[4] ; Jingwen,Gao ^[2] ; Shiqi,Zhu ^[2] ; Qi,Yin ^[5] ; Jinzhou,Zhu ^[6] ; Rui,Li ^[7]

作者单位： Department of Hepatobiliary Surgery, Jintan Affiliated Hospital of Jiangsu University, Changzhou, Jiangsu, 213200, China. ^[1] Department of Gastroenterology, The First Affiliated Hospital of Soochow University, # 899 Pinghai St., Suzhou, Jiangsu, 215006, China.;Suzhou Clinical Center of Digestive Disease, Suzhou, Jiangsu, 215006, China. ^[2] Department of Gastroenterology, The First Affiliated Hospital of Soochow University, # 899 Pinghai St., Suzhou, Jiangsu, 215006, China.;Department of Geriatrics, Kowloon Affiliated Hospital of Shanghai Jiao Tong University, Suzhou, Jiangsu, 215006, China. ^[3] Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China.;National Clinical Research Center for Digestive Disease, Beijing Digestive Disease Center, State Key Laboratory of Digestive Health, Beijing, 100050, China. ^[4] Department of Anesthesiology, Jintan Affiliated Hospital of Jiangsu University, Changzhou, Jiangsu, 213200, China. ^[5] Department of Gastroenterology, The First Affiliated Hospital of Soochow University, # 899 Pinghai St., Suzhou, Jiangsu, 215006, China. jzzhu@zju.edu.cn.;Suzhou Clinical Center of Digestive Disease, Suzhou, Jiangsu, 215006, China. jzzhu@zju.edu.cn.;Key Laboratory of Hepatosplenic Surgery, Ministry of Education, The First Affiliated Hospital of Harbin Medical University, Harbin, 150001, China. jzzhu@zju.edu.cn. ^[6] Department of Gastroenterology, The First Affiliated Hospital of Soochow University, # 899 Pinghai St., Suzhou, Jiangsu, 215006, China. lrhcsz@163.com.;Suzhou Clinical Center of Digestive Disease, Suzhou, Jiangsu, 215006, China. lrhcsz@163.com. ^[7]

关键词 Colorectal Computer-aided diagnosis Deep learning Grad-CAM NBI International Colorectal Endoscopic (NICE) classification Self-supervised learning (SSL)Simple framework for contrastive learning of visual representations (SimCLR)Supervised learning t-SNE

医学主题词结直肠肿瘤(Colorectal Neoplasms);人类(Humans);图像解释, 计算机辅助(Image Interpretation, Computer-Assisted)

DOI 10.1007/s10278-024-01123-9

PMID 38653910

发布时间 2024-11-01

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