{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T13:49:02Z","timestamp":1771508942441,"version":"3.50.1"},"reference-count":62,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"8","license":[{"start":{"date-parts":[[2021,8,1]],"date-time":"2021-08-01T00:00:00Z","timestamp":1627776000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,8,1]],"date-time":"2021-08-01T00:00:00Z","timestamp":1627776000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,8,1]],"date-time":"2021-08-01T00:00:00Z","timestamp":1627776000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Institutional Review Board and performed in line with the local regulations"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2021,8]]},"DOI":"10.1109\/tmi.2021.3073091","type":"journal-article","created":{"date-parts":[[2021,4,14]],"date-time":"2021-04-14T00:33:28Z","timestamp":1618360408000},"page":"2105-2117","source":"Crossref","is-referenced-by-count":12,"title":["Deep Learning-Based ECG-Free Cardiac Navigation for Multi-Dimensional and Motion-Resolved Continuous Magnetic Resonance Imaging"],"prefix":"10.1109","volume":"40","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0363-5514","authenticated-orcid":false,"given":"Elisabeth","family":"Hoppe","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6484-2130","authenticated-orcid":false,"given":"Jens","family":"Wetzl","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4945-9325","authenticated-orcid":false,"given":"Seung Su","family":"Yoon","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mario","family":"Bacher","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6633-3025","authenticated-orcid":false,"given":"Philipp","family":"Roser","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0573-9838","authenticated-orcid":false,"given":"Bernhard","family":"Stimpel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9588-2488","authenticated-orcid":false,"given":"Alexander","family":"Preuhs","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9550-5284","authenticated-orcid":false,"given":"Andreas","family":"Maier","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","article-title":"Deep neural networks for ECG-free cardiac phase and end-diastolic frame detection on coronary angiographies","author":"ciusdel","year":"2018","journal-title":"arXiv 1811 02797"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.24731"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32245-8_55"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.25665"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.2985994"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.25450"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2636449"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2576899"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/NSSMIC.2015.7582139"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.26050"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.bpj.2010.05.028"},{"key":"ref62","first-page":"1199","article-title":"Low-rank plus sparse tensor reconstruction for high-dimensional cardiac mri","author":"ramb","year":"2017","journal-title":"Proc Joint Annu Meeting ISMRM"},{"key":"ref61","first-page":"5998","article-title":"Attention is all you need","author":"vaswani","year":"2017","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref28","first-page":"785","article-title":"Fully self-gated cardiac and respiratory motion-resolved isotropic 5D T1 mapping of the heart: Preliminary results","author":"di sopra","year":"2019","journal-title":"Proc Joint Annu Meeting ISMRM-ESMRMB"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.26221"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.10664"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1136\/heartjnl-2012-303052"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s10741-010-9221-3"},{"key":"ref20","first-page":"128","article-title":"PT-Nav: A novel respiratory navigation method for continuous acquisitions based on modulation of a pilot tone in the MR-receiver","author":"speier","year":"2015","journal-title":"Proc Annu Sci Meeting ESMRMB"},{"key":"ref22","first-page":"2960","article-title":"Model-based lag free processing of pilot tone navigator data enables prospective cardiac triggering","author":"bacher","year":"2018","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref21","first-page":"377","article-title":"Retrospective evaluation of pilot tone based cardiac trigger quality in a volunteer cohort","author":"bacher","year":"2017","journal-title":"Proc Annu Sci Meeting ESMRMB"},{"key":"ref24","first-page":"410","article-title":"A novel method for contact-free cardiac synchronization using the pilot tone navigator","author":"schroeder","year":"2016","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref23","first-page":"2960","article-title":"Pilot tone navigation enables contactless prospective cardiac triggering: Initial volunteer results for prospective cine","author":"bacher","year":"2018","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.23247"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.1910130105"},{"key":"ref50","volume":"569","author":"zhou","year":"2009","journal-title":"Statistical Methods in Diagnostic Medicine"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1002\/bimj.200410135"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref58","first-page":"8024","article-title":"Pytorch: An imperative style, high-performance deep learning library","author":"paszke","year":"2019","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref57","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"arXiv 1412 6980"},{"key":"ref56","article-title":"The effectiveness of data augmentation in image classification using deep learning","author":"perez","year":"2017","journal-title":"arXiv 1712 04621"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.10329"},{"key":"ref54","first-page":"178","article-title":"Dynamic cardiac mri reconstruction with weighted redundant haar wavelets","author":"liu","year":"2012","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.21391"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27354"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27811"},{"key":"ref11","article-title":"Free-breathing, self-navigated and dynamic 3-D multi-contrast cardiac cine imaging using Cartesian sampling and compressed sensing","author":"hoppe","year":"2019","journal-title":"Proc Joint Annu Meeting ISMRM-ESMRMB"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2018.08.1356"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27574"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27898"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.28221"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27942"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.26745"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.25523"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1186\/s12968-019-0543-6"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.3390\/jimaging4110124"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.23580"},{"key":"ref3","first-page":"330","article-title":"Cardiac magnetic resonance imaging in ischemic heart disease: A clinical review","volume":"4","author":"florian","year":"2011","journal-title":"J Med Life"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1148\/radiol.2243011436"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2010.11.013"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.20110"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s10334-017-0624-1"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2005.02.008"},{"key":"ref9","first-page":"527","article-title":"Joint estimation of cardiac motion and T?* maps for magnetic resonance late gadolinium enhancement imaging","author":"wetzl","year":"2016","journal-title":"Proc Int Conf Med Image Comput -Assist Intervent"},{"key":"ref46","first-page":"411","article-title":"Free-breathing, self-navigated isotropic 3-D cine imaging of the whole heart using Cartesian sampling","author":"wetzl","year":"2016","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref45","first-page":"769","article-title":"Magnetohydrodynamic distortions of the ecg in different mr scanner configurations","author":"krug","year":"2011","journal-title":"Proc Comput Cardiol"},{"key":"ref48","first-page":"315","article-title":"Deep sparse rectifier neural networks","author":"glorot","year":"2011","journal-title":"Proc 14th Int Conf Artif Intell Statist"},{"key":"ref47","first-page":"2129","article-title":"DeepECG: Towards 3-D continuous cardiac MRI without ECG-gating&#x2014;Deep learning-based R-wave classification for automated cardiac phase binning","author":"hoppe","year":"2020","journal-title":"Proc Annu Meeting ISMRM"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2017.2723871"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI45749.2020.9098382"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1522-2594(199908)42:2<361::AID-MRM18>3.0.CO;2-9"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1186\/1532-429X-15-41"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/42\/9502061\/09402891.pdf?arnumber=9402891","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,10]],"date-time":"2022-05-10T14:49:14Z","timestamp":1652194154000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9402891\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,8]]},"references-count":62,"journal-issue":{"issue":"8"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2021.3073091","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,8]]}}}