Smart connected electronic gastroscope system for gastric cancer screening using multi-column convolutional neural networks

References

• Chen, Wanqing , Rongshou Zheng , Peter D. Baade , Siwei Zhang , Hongmei Zeng , Freddie Bray , Ahmedin Jemal , Xue Qin Yu , and Jie He . 2016. “Cancer Statistics in China, 2015.” CA: A Cancer Journal for Clinicians 66 (2): 115–132. doi:10.3322/caac.21338.
   PubMed Web of Science ®Google Scholar
• Chon, Hyung Ku , and Tae Hyeon Kim . 2017. “Endoclip Therapy of Post-sphincterotomy Bleeding Using a Transparent Cap-fitted Forward-viewing Gastroscope.” Surgical Endoscopy 31 (7): 2783–2788. doi:10.1007/s00464-016-5287-x.
   PubMed Web of Science ®Google Scholar
• Cuingnet, Rémi , Charlotte Rosso , Marie Chupin , Stéphane Lehéricy , Didier Dormont , Habib Benali , Yves Samson , and Olivier Colliot . 2011. “Spatial Regularization of SVM for the Detection of Diffusion Alterations Associated with Stroke Outcome.” Medical Image Analysis 15: 729–737. doi:10.1016/j.media.2011.05.007.
   PubMed Web of Science ®Google Scholar
• Demir, Eren , Christos Vasilakis , Reda Lebcir , and David Southern . 2015. “A Simulation-based Decision Support Tool for Informing the Management of Patients with Parkinsons Disease.” International Journal of Production Research 53 (24): 7238–7251. doi:10.1080/00207543.2015.1029647.
   Web of Science ®Google Scholar
• Deng, Jia , Wei Dong , R. Socher , Li-Jia Li , Kai Li , and Li Fei-Fei . 2009. “ImageNet: A Large-scale Hierarchical Image Database.” In 2009 IEEE Conference on Computer Vision and Pattern Recognition , 248–255. Miami, FL: IEEE. doi:10.1109/CVPRW.2009.5206848.
   Google Scholar
• Ding, Jianrui , H.D. Cheng , Min Xian , Yingtao Zhang , and Fei Xu . 2015. “Local-weighted Citation-kNN Algorithm for Breast Ultrasound Image Classification.” Optik – International Journal for Light and Electron Optics 126 (24), 5188–5193. doi:10.1016/j.ijleo.2015.09.231.
   Google Scholar
• Ding, Runkang , Fan Jiang , Jingui Xie , and Yugang Yu . 2017. “Algorithmic Prediction of Individual Diseases.” International Journal of Production Research 55 (3): 750–768. doi:10.1080/00207543.2016.1208372.
   Web of Science ®Google Scholar
• Dong, Li , Furu Wei , Ming Zhou , and Xu Ke . 2015. “Question Answering over Freebase with Multi-Column Convolutional Neural Networks.” In Proceedings ACL 2015 , 260–269.
   Google Scholar
• Dou, Qi , Hao Chen , Yu Lequan , Lei Zhao , Jing Qin , Defeng Wang , V. C. T. Mok , Lin Shi , and Pheng-Ann Ann Heng . 2016. “Automatic Detection of Cerebral Microbleeds From MR Images via 3D Convolutional Neural Networks.” IEEE Transactions on Medical Imaging 35 (5): 1182–1195. doi:10.1109/TMI.2016.2528129.
   PubMed Web of Science ®Google Scholar
• Gulshan, Varun , Lily Peng , Marc Coram , Martin C. Stumpe , Derek Wu , Arunachalam Narayanaswamy , Subhashini Venugopalan , et al . 2016. “Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs.” JAMA – Journal of the American Medical Association 316 (22): 2402–2410. doi:10.1001/jama.2016.17216.
   PubMed Web of Science ®Google Scholar
• Jia, Yangqing , Evan Shelhamer , Jeff Donahue , Sergey Karayev , Jonathan Long , Ross Girshick , Sergio Guadarrama , and Trevor Darrell . 2014. “Caffe: Convolutional Architecture for Fast Feature Embedding.” In Proceedings of the ACM International Conference on Multimedia – MM ‘14 , 675–678. New York: ACM Press. doi:10.1145/2647868.2654889.
   Google Scholar
• Kang, Le-Ni , and Ryou-Lin Qiao . 2014. “Cancer Screening and Prevention in China.” Cancer Control 8, 131–133.
   Google Scholar
• Kannan, S. R. , S. Ramathilagam , R. Devi , and A. Sathya . 2011. “Robust Kernel FCM in Segmentation of Breast Medical Images.” Expert Systems with Applications 38 (4). Pergamon: 4382–4389. doi:10.1016/J.ESWA.2010.09.107.
   Web of Science ®Google Scholar
• Krizhevsky, Alex , Ilya Sutskever , and Geoffrey E. Hinton . 2012. “ImageNet Classification with Deep Convolutional Neural Networks.” In Advances In Neural Information Processing Systems , 1–9. Stateline, NV. doi:10.1016/j.protcy.2014.09.007.
   Google Scholar
• Le Clercq, Chantal M. C. , Bjorn Winkens , C. Minke Bakker , Eric T. P. Keulen , Geerard L. Beets , Ad A. M. Masclee , and Silvia Sanduleanu . 2015. “Metachronous Colorectal Cancers Result from Missed Lesions and Non-compliance with Surveillance.” Gastrointestinal Endoscopy 82 (2): 325–333. e2. doi:10.1016/j.gie.2014.12.052.
   PubMed Web of Science ®Google Scholar
• Liu, Li , Songyang Lao , Paul W. Fieguth , Yulan Guo , Xiaogang Wang , and Matti Pietikainen . 2016. “Median Robust Extended Local Binary Pattern for Texture Classification.” IEEE Transactions on Image Processing 25: 1368–1381. doi:10.1109/TIP.2016.2522378.
   PubMed Web of Science ®Google Scholar
• Nagar, Anil Bernard . 2017. “Endoscopic Submucosal Dissection.” In NOTES and Endoluminal Surgery , edited by John R. Romanelli , David J. Desilets , and David B. Earle , 47–59. Cham: Springer International Publishing. doi:10.1007/978-3-319-50610-4_4.
   Google Scholar
• Oh, Jong Hoon , Kentaro Torisawa , Canasai Kruengkrai , Ryu Iida , and Julien Kloetzer . 2017. “Multi-column Convolutional Neural Networks with Causality-attention for Why-question Answering.” In Tenth ACM International Conference on Web Search and Data Mining , 415–424. Cambridge. 10.1145/3018661
   Google Scholar
• Pellise, Maria , Nicholas G. Burgess , Nicholas Tutticci , Luke F. Hourigan , Simon A. Zanati , Gregor J. Brown , Rajvinder Singh , et al . 2017. “Endoscopic Mucosal Resection for Large Serrated Lesions in Comparison with Adenomas: A Prospective Multicentre Study of 2000 Lesions.” Gut 66 (4) 644–653. doi:10.1136/gutjnl-2015-310249.
   PubMed Web of Science ®Google Scholar
• Priya, Mohan , and Paulraj Ranjith Kumar . 2015. “A Novel Intelligent Approach for Predicting Atherosclerotic Individuals from Big Data for Healthcare.” International Journal of Production Research 53 (24), 7517–7532. doi:10.1080/00207543.2015.1087655.
   Web of Science ®Google Scholar
• Pyo, Jeung Hui , Hyuk Lee , Byung-Hoon Min , Jun Haeng Lee , Min Gew Choi , Jun Ho Lee , Tae Sung Sohn , et al . 2016. “Long-term Outcome of Endoscopic Resection vs. Surgery for Early Gastric Cancer: A Non-inferiority-matched Cohort Study.” The American Journal of Gastroenterology 111 (2), 240–249. doi:10.1038/ajg.2015.427.
   PubMed Web of Science ®Google Scholar
• Santosh, K. C. , and Sameer Antani . 2017. “Automated Chest X-ray Screening: Can Lung Region Symmetry Help Detect Pulmonary Abnormalities?” IEEE Transactions on Medical Imaging , Advance online publication: doi:10.1109/TMI.2017.2775636.
   Web of Science ®Google Scholar
• Shen, Dinggang , Guorong Wu , and Heung-Il Suk . 2017. “Deep Learning in Medical Image Analysis.” Annual Review of Biomedical Engineering 19 (1): 221–248. doi:10.1146/annurev-bioeng-071516-044442.
   PubMed Web of Science ®Google Scholar
• Siegel, Rebecca L. , Kimberly D. Miller , and Ahmedin Jemal . 2016. “Cancer Statistics, 2016.” CA: A Cancer Journal for Clinicians 66 (1): 7–30. doi:10.3322/caac.21332.
   PubMed Web of Science ®Google Scholar
• Simonyan, Karen , and Andrew Zisserman . 2015. “Very Deep Convolutional Networks for Large-scale Image Recognition.” International Conference on Learning Representations (ICRL) , 1–14. San Diego, CA: doi:10.1016/j.infsof.2008.09.005.
   Google Scholar
• van der Spoel Sjoerd , Chintan, Amrit , and Jos van Hillegersberg . 2017. “Predictive Analytics for Truck Arrival Time Estimation: A Field Study at a European Distribution Centre.” International Journal of Production Research 55 (17), 5062–5078. doi:10.1080/00207543.2015.1064183.
   Web of Science ®Google Scholar
• Sugano, Kentaro . 2015. “Screening of Gastric Cancer in Asia.” Best Practice and Research: Clinical Gastroenterology 29 (6): 895–905. doi:10.1016/j.bpg.2015.09.013.
   PubMed Web of Science ®Google Scholar
• Szegedy, Christian , Vincent Vanhoucke , Sergey Ioffe , Jonathon Shlens , and Zbigniew Wojna . 2016. “Rethinking the Inception Architecture for Computer Vision.” In 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2818–2826. Las Vegas, NV: IEEE. doi:10.1109/CVPR.2016.308.
   Google Scholar
• Ye, Xianming , Cyril Hasson , W. Jong Yoon , and John John Cabibihan . 2015. “Design of a Steering Mechanism for a Tethered Capsule Endoscope.” In Proceedings of the 2015 7th IEEE International Conference on Cybernetics and Intelligent Systems, CIS 2015 and Robotics, Automation and Mechatronics, RAM 2015 , 234–238. Siem Reap, Cambodia. doi:10.1109/ICCIS.2015.7274579.
   Google Scholar
• Zhang, Yingying , Desen Zhou , Siqin Chen , Shenghua Gao , and Yi Ma . 2016. “Single-image Crowd Counting via Multi-column Convolutional Neural Network.” In 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 589–597. Las Vegas, NV: IEEE. doi:10.1109/CVPR.2016.70.
   Google Scholar
• Zhao, Hang , Orazio Gallo , Iuri Frosio , and Jan Kautz . 2017. “Loss Functions for Image Restoration With Neural Networks.” IEEE Transactions on Computational Imaging 3 (1): 47–57. doi:10.1109/TCI.2016.2644865.
   Web of Science ®Google Scholar
• Zhu, Zhiwei , Taragay Oskiper , Supun Samarasekera , Rakesh Kumar , and Harpreet S. Sawhney . 2008. “Real-time Global Localization with a Pre-built Visual Landmark Database.” In 26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR , 1–8. Anchorage, AK. doi:10.1109/CVPR.2008.4587711.
   Google Scholar