Abstract
As one of the most common human helminths, hookworm is a leading cause of maternal and child morbidity, which seriously threatens human health. Recently, wireless capsule endoscopy (WCE) has been applied to automatic hookworm detection. Unfortunately, it remains a challenging task. In recent years, deep convolutional neural network (CNN) has demonstrated impressive performance in various image and video analysis tasks. In this paper, a novel deep hookworm detection framework is proposed for WCE images, which simultaneously models visual appearances and tubular patterns of hookworms. This is the first deep learning framework specifically designed for hookworm detection in WCE images. Two CNN networks, namely edge extraction network and hookworm classification network, are seamlessly integrated in the proposed framework, which avoid the edge feature caching and speed up the classification. Two edge pooling layers are introduced to integrate the tubular regions induced from edge extraction network and the feature maps from hookworm classification network, leading to enhanced feature maps emphasizing the tubular regions. Experiments have been conducted on one of the largest WCE datasets with WCE images, which demonstrate the effect...Continue Reading
References
Jun 6, 2000·Nature·G IddanP Swain
May 9, 2009·IEEE Transactions on Medical Imaging·Fernando VilarinoPetia Radeva
Aug 25, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Pablo ArbeláezJitendra Malik
May 20, 2011·IEEE Transactions on Bio-medical Engineering·Alexandros Karargyris, Nikolaos Bourbakis
Oct 25, 2011·IEEE Transactions on Bio-medical Engineering·Rajesh KumarThemistocles Dassopoulos
Jan 31, 2012·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Baopu Li, Max Q-H Meng
Feb 14, 2012·Public Health·A Fenwick
Nov 14, 2013·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Santi SeguíJordi Vitrià
Mar 13, 2014·IEEE Journal of Biomedical and Health Informatics·Yanan FuMax Q-H Meng
Apr 9, 2014·IEEE Transactions on Medical Imaging·Alexander V MamonovYen-Hsi Richard Tsai
Aug 30, 2014·Expert Review of Gastroenterology & Hepatology·Anastasios KoulaouzidisJohn N Plevris
Feb 13, 2015·IEEE Journal of Biomedical and Health Informatics·Yixuan YuanMax Q-H Meng
Feb 18, 2015·Nature Reviews. Gastroenterology & Hepatology·Dimitris K Iakovidis, Anastasios Koulaouzidis
Feb 11, 2016·IEEE Transactions on Medical Imaging·Korsuk SirinukunwattanaNasir M Rajpoot
Feb 18, 2016·IEEE Transactions on Medical Imaging·Gijs van Tulder, Marleen de Bruijne
Feb 18, 2016·IEEE Transactions on Medical Imaging·Mark J J P van GrinsvenClara I Sanchez
Feb 18, 2016·IEEE Transactions on Medical Imaging· Qi Dou Pheng-Ann Heng
Feb 18, 2016·IEEE Transactions on Medical Imaging·Hoo-Chang ShinRonald M Summers
Feb 18, 2016·IEEE Transactions on Medical Imaging·Tom BroschRoger Tam
Mar 10, 2016·IEEE Transactions on Medical Imaging·Marios AnthimopoulosStavroula Mougiakakou
Mar 10, 2016·IEEE Transactions on Medical Imaging·Sergio PereiraCarlos A Silva
Mar 16, 2016·IEEE Transactions on Medical Imaging·Nima Tajbakhsh Jianming Liang
Apr 6, 2016·IEEE Transactions on Medical Imaging·Pawel Liskowski, Krzysztof Krawiec
Apr 6, 2016·IEEE Transactions on Medical Imaging·Pim MoeskopsIvana Isgum
Citations
Jul 10, 2019·Journal of Clinical Medicine·Muhammad OwaisKang Ryoung Park
Jan 12, 2019·Gut and Liver·Jun Ki MinJae Myung Cha
Oct 23, 2019·Journal of Digestive Diseases·Yi Shan HeYan Qing Li
Dec 7, 2019·Cytometry. Part a : the Journal of the International Society for Analytical Cytology·Elizaveta N MochalovaMaxim P Nikitin
Jan 14, 2020·Chinese Medical Journal·Ahmad El Hajjar, Jean-François Rey
Jan 16, 2020·Reproductive Sciences·Arni S R Srinivasa Rao, Michael P Diamond
Jun 6, 2020·Expert Review of Gastroenterology & Hepatology·Ken NamikawaTomohiro Tada
Oct 27, 2018·World Journal of Gastrointestinal Endoscopy·Muthuraman AlagappanTyler M Berzin
Oct 24, 2019·Computational and Mathematical Methods in Medicine·Sen WangHao Zhang
Feb 23, 2019·Expert Review of Gastroenterology & Hepatology·Michael VasilakakisDimitris K Iakovidis
Apr 24, 2019·World Journal of Gastroenterology : WJG·Young Joo Yang, Chang Seok Bang
Oct 1, 2019·Journal of Pediatric Gastroenterology and Nutrition·Vatsal PatelSana Syed
Dec 7, 2018·Clinical Endoscopy·Youngbae HwangHoon Jai Chun
Oct 24, 2019·Physics in Medicine and Biology·Sen WangHao Zhang
Oct 30, 2020·PloS One·Junseok ParkYun Jeong Lim
Nov 20, 2020·Digestive Endoscopy : Official Journal of the Japan Gastroenterological Endoscopy Society·Roberto Trasolini, Michael F Byrne
Sep 15, 2020·Journal of Clinical Gastroenterology·Jia WuJianting Cai
Jan 10, 2021·NPJ Digital Medicine·Andre EstevaRichard Socher
Dec 29, 2020·World Journal of Gastroenterology : WJG·Gulshan ParasherManmeet Rawat
Feb 21, 2021·Medical Image Analysis·Kağan İncetanMehmet Turan
Mar 5, 2021·Scientific Reports·Shan GuleriaSana Syed
Apr 6, 2021·PeerJ. Computer Science·Omneya Attallah, Maha Sharkas
Apr 16, 2021·Current Gastroenterology Reports·Jiyoung Lee, Michael B Wallace
Apr 13, 2021·Multimedia Tools and Applications·Muralikrishna Puttagunta, S Ravi
Dec 16, 2020·VideoGIE : an Official Video Journal of the American Society for Gastrointestinal Endoscopy·Rahul PannalaDavid R Lichtenstein
Jun 23, 2021·Digestive Diseases and Sciences·Yutaka OkagawaYutaka Saito
Jul 6, 2021·Biomedical Optics Express·Wenju DuTao Gan
Jul 3, 2021·Diagnostics·Ioannis TziortziotisSergio Coda
Sep 30, 2020·Current Medical Imaging·Javeria NazMuhammad Attique Khan
Aug 30, 2021·Computers in Biology and Medicine·Samir JainOndrej Krejcar