{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,24]],"date-time":"2025-03-24T08:15:35Z","timestamp":1742804135395,"version":"3.37.3"},"reference-count":41,"publisher":"World Scientific Pub Co Pte Ltd","issue":"04","funder":[{"DOI":"10.13039\/501100004731","name":"Natural Science Foundation of Zhejiang Province","doi-asserted-by":"publisher","award":["LY18F030019"],"award-info":[{"award-number":["LY18F030019"]}],"id":[{"id":"10.13039\/501100004731","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004731","name":"Natural Science Foundation of Zhejiang Province","doi-asserted-by":"publisher","award":["LY18F020030"],"award-info":[{"award-number":["LY18F020030"]}],"id":[{"id":"10.13039\/501100004731","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["11302195"],"award-info":[{"award-number":["11302195"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61401397"],"award-info":[{"award-number":["61401397"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61701442"],"award-info":[{"award-number":["61701442"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61573356"],"award-info":[{"award-number":["61573356"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Research Program of Department of Science and Technology of Zhejiang Province","award":["LGF19H180019"],"award-info":[{"award-number":["LGF19H180019"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Human. Robot."],"published-print":{"date-parts":[[2019,8]]},"abstract":"<jats:p> Localization of vessel Region of Interest (ROI) from medical images provides an interactive approach that can assist doctors in evaluating carotid artery diseases. Accurate vessel detection is a prerequisite for the following procedures, like wall segmentation, plaque identification and 3D reconstruction. Deep learning models such as CNN have been widely used in medical image processing, and achieve state-of-the-art performance. Faster R-CNN is one of the most representative and successful methods for object detection. Using outputs of feature maps in different layers has been proved to be a useful way to improve the detection performance, however, the common method is to ensemble outputs of different layers directly, and the special characteristic and different importance of each layer haven\u2019t been considered. In this work, we introduce a new network named Attention Layer R-CNN(AL R-CNN) and use it for automatic carotid artery detection, in which we integrate a new module named Attention Layer Part (ALP) into a basic Faster R-CNN system for better assembling feature maps of different layers. Experimental results on carotid dataset show that our method surpasses other state-of-the-art object detection systems. <\/jats:p>","DOI":"10.1142\/s0219843619500154","type":"journal-article","created":{"date-parts":[[2019,6,27]],"date-time":"2019-06-27T04:20:05Z","timestamp":1561609205000},"page":"1950015","source":"Crossref","is-referenced-by-count":4,"title":["Automatic Carotid Artery Detection Using Attention Layer Region-Based Convolution Neural Network"],"prefix":"10.1142","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7651-7730","authenticated-orcid":false,"given":"Xiaoyan","family":"Wang","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, Zhejiang, P. R. China"}]},{"given":"Xingyu","family":"Zhong","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, Zhejiang, P. R. China"}]},{"given":"Ming","family":"Xia","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, Zhejiang, P. R. China"}]},{"given":"Weiwei","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, Zhejiang, P. R. China"}]},{"given":"Xiaojie","family":"Huang","sequence":"additional","affiliation":[{"name":"The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310009, P. R. China"}]},{"given":"Zheng","family":"Gu","sequence":"additional","affiliation":[{"name":"The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310009, P. R. China"}]},{"given":"Xiangsheng","family":"Huang","sequence":"additional","affiliation":[{"name":"The Institute of Automation, Chinese Academy of Sciences, Beijing 100190, P. R. China"}]}],"member":"219","published-online":{"date-parts":[[2019,9,27]]},"reference":[{"key":"S0219843619500154BIB001","first-page":"1097","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Krizhevsky A.","year":"2012"},{"key":"S0219843619500154BIB002","first-page":"1","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Szegedy C.","year":"2015"},{"key":"S0219843619500154BIB003","first-page":"2818","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Szegedy C.","year":"2016"},{"key":"S0219843619500154BIB004","first-page":"770","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"He K.","year":"2016"},{"key":"S0219843619500154BIB005","first-page":"5987","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Xie S.","year":"2017"},{"key":"S0219843619500154BIB006","first-page":"4700","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Huang G.","year":"2017"},{"key":"S0219843619500154BIB007","first-page":"4467","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Chen Y.","year":"2017"},{"key":"S0219843619500154BIB008","first-page":"2403","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Yu F.","year":"2018"},{"key":"S0219843619500154BIB009","doi-asserted-by":"crossref","first-page":"202","DOI":"10.1016\/j.media.2018.03.010","volume":"46","author":"L\u00f3pez-Linares K.","year":"2018","journal-title":"Med. Image Anal."},{"key":"S0219843619500154BIB010","first-page":"294","volume-title":"IEEE Int. Sym. Biomed Imaging (ISBI)","author":"Bar Y.","year":"2015"},{"key":"S0219843619500154BIB011","doi-asserted-by":"publisher","DOI":"10.1142\/S0219843618500238"},{"key":"S0219843619500154BIB012","doi-asserted-by":"publisher","DOI":"10.1049\/iet-ipr.2018.5330"},{"key":"S0219843619500154BIB013","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2016.17216"},{"issue":"35","key":"S0219843619500154BIB014","doi-asserted-by":"crossref","first-page":"1170","DOI":"10.1109\/TMI.2015.2482920","volume":"5","author":"Roth H. R.","year":"2016","journal-title":"IEEE Trans. Med. Imag."},{"issue":"36","key":"S0219843619500154BIB015","doi-asserted-by":"crossref","first-page":"1542","DOI":"10.1109\/TMI.2017.2665671","volume":"7","author":"Sarikaya D.","year":"2017","journal-title":"IEEE Trans. Med. Imaging"},{"key":"S0219843619500154BIB016","first-page":"565","volume-title":"Springer Int. Conf. Medical Image Computing and Computer-Assisted Intervention (MICCAI)","author":"Zheng Y.","year":"2015"},{"key":"S0219843619500154BIB017","doi-asserted-by":"publisher","DOI":"10.1049\/iet-cvi.2015.0276"},{"key":"S0219843619500154BIB018","first-page":"779","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Redmon J.","year":"2016"},{"key":"S0219843619500154BIB019","first-page":"21","volume-title":"Springer European. Conf. Computer Vision (ECCV)","author":"Liu W.","year":"2016"},{"key":"S0219843619500154BIB021","first-page":"734","volume-title":"Springer European Conf. Computer Vision (ECCV)","author":"Law H.","year":"2018"},{"key":"S0219843619500154BIB022","first-page":"91","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Ren S.","year":"2015"},{"key":"S0219843619500154BIB023","first-page":"379","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Dai J.","year":"2016"},{"key":"S0219843619500154BIB024","first-page":"2117","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Lin T. Y.","year":"2017"},{"key":"S0219843619500154BIB025","first-page":"784","volume-title":"Springer European. Conf. Computer Vision (ECCV)","author":"Jiang B.","year":"2018"},{"key":"S0219843619500154BIB026","first-page":"379","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Dai J.","year":"2016"},{"issue":"104","key":"S0219843619500154BIB027","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1007\/s11263-013-0620-5","volume":"2","author":"Uijlings J. R. R.","year":"2013","journal-title":"Int. J. Comput. Vision"},{"key":"S0219843619500154BIB028","first-page":"850","volume-title":"IEEE Int. Conf. Pattern Recognition (ICPR)","author":"Neubeck A.","year":"2006"},{"key":"S0219843619500154BIB029","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000029664.99615.94"},{"key":"S0219843619500154BIB030","first-page":"886","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Dalal N","year":"2005"},{"issue":"32","key":"S0219843619500154BIB031","doi-asserted-by":"crossref","first-page":"1627","DOI":"10.1109\/TPAMI.2009.167","volume":"9","author":"Felzenszwalb P. F.","year":"2010","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"S0219843619500154BIB032","first-page":"580","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Girshick R.","year":"2014"},{"key":"S0219843619500154BIB033","first-page":"1440","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Girshick R.","year":"2015"},{"key":"S0219843619500154BIB034","first-page":"2606","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Wang X.","year":"2017"},{"key":"S0219843619500154BIB035","first-page":"2672","volume-title":"Advances in Neural Information Processing Systems (NeurIPS)","author":"Goodfellow I.","year":"2014"},{"key":"S0219843619500154BIB036","first-page":"2980","author":"Lin T. Y.","year":"2018","journal-title":"IEEE Int. Conf. Computer Vision (ICCV)"},{"key":"S0219843619500154BIB037","first-page":"5562","volume-title":"IEEE Int. Conf. Computer Vision (ICCV)","author":"Bodla N.","year":"2017"},{"key":"S0219843619500154BIB038","first-page":"447","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Hariharan B.","year":"2015"},{"key":"S0219843619500154BIB039","first-page":"234","volume-title":"Springer Int. Conf. Medical Image Computing and Computer Assisted Intervention (MICCAI)","author":"Ronneberger O.","year":"2015"},{"key":"S0219843619500154BIB040","first-page":"7132","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Hu J.","year":"2018"},{"key":"S0219843619500154BIB041","first-page":"248","volume-title":"IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Deng J.","year":"2009"},{"key":"S0219843619500154BIB042","doi-asserted-by":"crossref","first-page":"474","DOI":"10.1016\/B978-0-12-336156-1.50061-6","volume-title":"Graphics Gems","author":"Zuiderveld K.","year":"1994"}],"container-title":["International Journal of Humanoid Robotics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219843619500154","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,27]],"date-time":"2019-09-27T05:32:48Z","timestamp":1569562368000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219843619500154"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,8]]},"references-count":41,"journal-issue":{"issue":"04","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["10.1142\/S0219843619500154"],"URL":"https:\/\/doi.org\/10.1142\/s0219843619500154","relation":{},"ISSN":["0219-8436","1793-6942"],"issn-type":[{"type":"print","value":"0219-8436"},{"type":"electronic","value":"1793-6942"}],"subject":[],"published":{"date-parts":[[2019,8]]}}}