{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,9]],"date-time":"2026-06-09T21:15:39Z","timestamp":1781039739223,"version":"3.54.1"},"reference-count":32,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2020,4,1]],"date-time":"2020-04-01T00:00:00Z","timestamp":1585699200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100000266","name":"Engineering and Physical Sciences Research Council","doi-asserted-by":"publisher","award":["EP\/M013774\/1"],"award-info":[{"award-number":["EP\/M013774\/1"]}],"id":[{"id":"10.13039\/501100000266","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000287","name":"Royal Academy of Engineering","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000287","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2020,4]]},"DOI":"10.1109\/jbhi.2019.2961264","type":"journal-article","created":{"date-parts":[[2020,2,14]],"date-time":"2020-02-14T20:56:38Z","timestamp":1581713798000},"page":"1059-1069","source":"Crossref","is-referenced-by-count":31,"title":["Low-Memory CNNs Enabling Real-Time Ultrasound Segmentation Towards Mobile Deployment"],"prefix":"10.1109","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2920-9345","authenticated-orcid":false,"given":"Sagar","family":"Vaze","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weidi","family":"Xie","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9119-436X","authenticated-orcid":false,"given":"Ana I. L.","family":"Namburete","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref32","article-title":"TensorFlow Lite Converter","year":"0"},{"key":"ref31","article-title":"Neural Networks API -Android NDK","year":"0"},{"key":"ref30","article-title":"Network decoupling: From regular to depthwise separable convolutions","author":"guo","year":"0"},{"key":"ref10","article-title":"CMAP rigid-motion scattering For image classification","author":"sifre","year":"2014"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.195"},{"key":"ref12","article-title":"Kaggle competitions, ultrasound nerve segmentation","year":"2016"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CAC.2018.8623052"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2908991"},{"key":"ref15","first-page":"55","author":"vaze","year":"2018","journal-title":"Segmentation Of Fetal Adipose Tissue Using Efficient Cnns For Portable Ultrasound"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298965"},{"key":"ref17","article-title":"Network in network","author":"lin","year":"0","journal-title":"Proc Int Conf Learn Representations"},{"key":"ref18","article-title":"Very deep convolutional networks for large-scale image recognition","author":"simonyan","year":"0","journal-title":"Proc Int Conf Learn Representations"},{"key":"ref19","first-page":"2285","article-title":"Compressing neural networks with the hashing trick","author":"chen","year":"0","journal-title":"Proc 32nd Int Conf Mach Learn"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref27","first-page":"448","article-title":"Batch normalization: Accelerating deep network training by reducing internal covariate shift","volume":"37","author":"ioffe","year":"0","journal-title":"Mach Learn Res"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2017.07.005"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2017.2712367"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"ref5","article-title":"MobileNets: Efficient convolutional neural networks for mobile vision applications","author":"howard","year":"0"},{"key":"ref8","article-title":"Customizable ultrasound imaging in real-time using a GPU-accelerated beamformer","author":"hyun","year":"0","journal-title":"Lecture Slides"},{"key":"ref7","article-title":"Basic physical principles of ultrasound","year":"2013","journal-title":"LCMC Pre-reading"},{"key":"ref2","first-page":"3642","article-title":"Multi-column deep neural networks for image classification","author":"ciregan","year":"0","journal-title":"Proc IEEE Conf Comput Vision Pattern Recognit"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2016.05.004"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3065386"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.521"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01234-2_49"},{"key":"ref21","first-page":"4107","article-title":"Binarized neural networks","author":"hubara","year":"0","journal-title":"Proc Conf Neural Inf Process Syst"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46475-6_43"},{"key":"ref23","article-title":"Distilling the knowledge in a neural network","author":"hinton","year":"0","journal-title":"Proc Conf Neural Inf Process Syst Deep Learning Workshop"},{"key":"ref26","article-title":"SGDR: Stochastic gradient descent with warm restarts","author":"loshchilov","year":"0","journal-title":"Proc Int Conf Learn Representations"},{"key":"ref25","article-title":"On compressing u-net using knowledge distillation","author":"mangalam","year":"0"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/9056600\/08999615.pdf?arnumber=8999615","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,17]],"date-time":"2021-12-17T19:56:37Z","timestamp":1639770997000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8999615\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,4]]},"references-count":32,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2019.2961264","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,4]]}}}