{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T05:49:48Z","timestamp":1761976188999,"version":"3.28.0"},"reference-count":24,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,7,11]],"date-time":"2022-07-11T00:00:00Z","timestamp":1657497600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,11]],"date-time":"2022-07-11T00:00:00Z","timestamp":1657497600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7,11]]},"DOI":"10.1109\/embc48229.2022.9871401","type":"proceedings-article","created":{"date-parts":[[2022,9,8]],"date-time":"2022-09-08T20:02:05Z","timestamp":1662667325000},"page":"3818-3821","source":"Crossref","is-referenced-by-count":0,"title":["White Matter Lesion Segmentation for Multiple Sclerosis Patients implementing deep learning"],"prefix":"10.1109","author":[{"given":"Theofilos G.","family":"Papadopoulos","sequence":"first","affiliation":[{"name":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Ioannina,GR,Greece,45110"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Evanthia E.","family":"Tripoliti","sequence":"additional","affiliation":[{"name":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Ioannina,GR,Greece,45110"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daphne","family":"Plati","sequence":"additional","affiliation":[{"name":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Ioannina,GR,Greece,45110"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Styliani","family":"Zelilidou","sequence":"additional","affiliation":[{"name":"University of Ioannina,Unit of Medical Technology and Intelligent Information Systems,Ioannina,GR,Greece,45110"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kostas","family":"Vlachos","sequence":"additional","affiliation":[{"name":"Ippokratio Ioanninon S. A.,Ioannina,Greece,GR45333"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Spiros","family":"Konitsiotis","sequence":"additional","affiliation":[{"name":"Medical School, University of Ioannina,Dept. of Neurology,Ioannina,Greece,GR45110"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dimitrios I.","family":"Fotiadis","sequence":"additional","affiliation":[{"name":"Institute of Molecular Biology and Biotechnology, FORTH,Department of Biomedical Research,Ioannina,GR,Greece,45110"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.nicl.2020.102445"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.nicl.2020.102335"},{"journal-title":"U-net Convolutional networks for biomedical image segmentation","year":"2015","author":"ronneberger","key":"ref12"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1161\/STR.0b013e3182299496"},{"journal-title":"Rectified Linear Units Improve Restricted Boltzmann Machines Vinod Nair","year":"2010","author":"nair","key":"ref14"},{"key":"ref15","article-title":"ImageNet Classification with Deep Convolutional Neural Networks","volume":"25","author":"krizhevsky","year":"2012","journal-title":"Neural Information Processing Systems"},{"journal-title":"A guide to convolution arithmetic for deep learning","year":"2016","author":"dumoulin","key":"ref16"},{"journal-title":"Learning deconvolution network for semantic segmentation","year":"2015","author":"noh","key":"ref17"},{"key":"ref18","first-page":"2018","author":"zeiler","year":"2011","journal-title":"Adaptive deconvolutional networks for mid and high level feature learning [103]"},{"journal-title":"Fully Convolutional Networks for Semantic Segmentation","year":"2014","author":"long","key":"ref19"},{"journal-title":"Multi-branch convolutional neural network for multiple sclerosis lesion segmentation","year":"2018","author":"aslani","key":"ref4"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","article-title":"Deep Learning","volume":"521","author":"lecun","year":"2015","journal-title":"Nature"},{"journal-title":"Multiple Sclerosis Lesion Segmentation from Brain MRI via Fully Convolutional Neural Networks","year":"2018","author":"roy","key":"ref6"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2017.04.034"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2020.101772"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2886371"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S0092-8674(00)81107-1"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2020.117471"},{"journal-title":"A method for stochastic optimization","year":"2014","author":"kingma","key":"ref20"},{"key":"ref22","first-page":"1929","article-title":"Dropout: A simple way to prevent neural networks from overfitting","volume":"15","author":"srivastava","year":"2014","journal-title":"Journal of Machine Learning Research"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.123"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2013.50"},{"journal-title":"Batch Normalization Accelerating Deep Network Training by Reducing Internal Covariate Shift","year":"2015","author":"ioffe","key":"ref23"}],"event":{"name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","start":{"date-parts":[[2022,7,11]]},"location":"Glasgow, Scotland, United Kingdom","end":{"date-parts":[[2022,7,15]]}},"container-title":["2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9870821\/9870822\/09871401.pdf?arnumber=9871401","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,26]],"date-time":"2022-09-26T21:01:20Z","timestamp":1664226080000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9871401\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,11]]},"references-count":24,"URL":"https:\/\/doi.org\/10.1109\/embc48229.2022.9871401","relation":{},"subject":[],"published":{"date-parts":[[2022,7,11]]}}}