Application of convolutional neural network in the diagnosis of the invasion depth of gastric cancer based on conventional endoscopy.

[1]  T. Savides A blind comparison of the effectiveness of endoscopic ultrasonography and endoscopy in staging early gastric cancer. , 2000, Gastrointestinal endoscopy.

[2]  E. Fukuda,et al.  Endoscopic submucosal dissection for early gastric cancer: a large-scale feasibility study , 2008, Gut.

[3]  T. Sano,et al.  Early gastric cancer. Endoscopic diagnosis of depth of invasion. , 1990, Digestive diseases and sciences.

[4]  Jianming Xu,et al.  Lymph node metastasis in differentiated-type early gastric cancer: a single-center retrospective analysis of surgically resected cases , 2016, Scandinavian journal of gastroenterology.

[5]  T. Takehara,et al.  Integrated diagnostic strategy for the invasion depth of early gastric cancer by conventional endoscopy and EUS. , 2015, Gastrointestinal endoscopy.

[6]  Jian Sun,et al.  Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[7]  B. Keum,et al.  Therapeutic outcomes in 1000 cases of endoscopic submucosal dissection for early gastric neoplasms: Korean ESD Study Group multicenter study. , 2008, Gastrointestinal endoscopy.

[8]  Japanese Gastric Cancer Association Japanese classification of gastric carcinoma: 3rd English edition , 2011, Gastric Cancer.

[9]  Takuya Yamada,et al.  Evaluation of Endoscopic Ultrasound Image Quality Is Necessary in Endosonographic Assessment of Early Gastric Cancer Invasion Depth , 2012, Gastroenterology research and practice.

[10]  D. Faigel,et al.  Innovative use of the Soehendra stent retriever for biliary stricture recannalization. , 1996, Gastrointestinal endoscopy.

[11]  Ji Min Park,et al.  Efficacy of Endoscopic Ultrasonography for Prediction of Tumor Depth in Gastric Cancer , 2011, Journal of gastric cancer.

[12]  K. Yao,et al.  Guidelines for endoscopic submucosal dissection and endoscopic mucosal resection for early gastric cancer , 2016, Digestive endoscopy : official journal of the Japan Gastroenterological Endoscopy Society.

[13]  S. Kim,et al.  Factors associated with the efficacy of miniprobe endoscopic ultrasonography after conventional endoscopy for the prediction of invasion depth of early gastric cancer , 2017, Scandinavian journal of gastroenterology.

[14]  S. Yoshida,et al.  Endoscopic mucosal resection for treatment of early gastric cancer , 2001, Gut.

[15]  L. Philpotts,et al.  Can computer-aided detection be detrimental to mammographic interpretation? , 2009, Radiology.

[16]  K. Kaneko,et al.  A non-randomized confirmatory trial of an expanded indication for endoscopic submucosal dissection for intestinal-type gastric cancer (cT1a): the Japan Clinical Oncology Group study (JCOG0607) , 2017, Gastric Cancer.

[17]  Ziba Gandomkar,et al.  MuDeRN: Multi-category classification of breast histopathological image using deep residual networks , 2018, Artif. Intell. Medicine.

[18]  Yoshua Bengio,et al.  Understanding the difficulty of training deep feedforward neural networks , 2010, AISTATS.

[19]  Weixun Zhou,et al.  Model to identify early-stage gastric cancers with deep invasion of submucosa based on endoscopy and endoscopic ultrasonography findings , 2018, Surgical Endoscopy.

[20]  Jeongmin Choi,et al.  Endoscopic prediction of tumor invasion depth in early gastric cancer. , 2011, Gastrointestinal endoscopy.

[21]  T. Gotoda,et al.  Depth-predicting score for differentiated early gastric cancer , 2011, Gastric Cancer.

[22]  M. Ren,et al.  The Comparison between Endoscopic Submucosal Dissection and Surgery in Gastric Cancer: A Systematic Review and Meta-Analysis , 2018, Gastroenterology research and practice.

[23]  Andreas Uhl,et al.  Exploring Deep Learning and Transfer Learning for Colonic Polyp Classification , 2016, Comput. Math. Methods Medicine.

[24]  Michael S. Bernstein,et al.  ImageNet Large Scale Visual Recognition Challenge , 2014, International Journal of Computer Vision.

[25]  Andrew Zisserman,et al.  Very Deep Convolutional Networks for Large-Scale Image Recognition , 2014, ICLR.

[26]  E. Wrońska,et al.  Endosonography versus helical computed tomography for locoregional staging of gastric cancer. , 2004, Endoscopy.

[27]  M. Hornbrook,et al.  Early Colorectal Cancer Detected by Machine Learning Model Using Gender, Age, and Complete Blood Count Data , 2017, Digestive Diseases and Sciences.

[28]  I. Song,et al.  Comparison of endoscopic ultrasonography and conventional endoscopy for prediction of depth of tumor invasion in early gastric cancer , 2010, Endoscopy.

[29]  K. Okita,et al.  A blind comparison of the effectiveness of endoscopic ultrasonography and endoscopy in staging early gastric cancer , 1999, Gut.