{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T21:47:21Z","timestamp":1784584041681,"version":"3.55.0"},"reference-count":86,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T00:00:00Z","timestamp":1751328000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62376068"],"award-info":[{"award-number":["62376068"]}],"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":["U24A20340"],"award-info":[{"award-number":["U24A20340"]}],"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":["62071502"],"award-info":[{"award-number":["62071502"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001321","name":"Guangdong Basic and Applied Basic Research Foundation","doi-asserted-by":"publisher","award":["2023B1515120065"],"award-info":[{"award-number":["2023B1515120065"]}],"id":[{"id":"10.13039\/501100001321","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Guangdong S&T programme","award":["2023A0505050109"],"award-info":[{"award-number":["2023A0505050109"]}]},{"DOI":"10.13039\/501100017610","name":"Shenzhen Science and Technology Innovation Program","doi-asserted-by":"publisher","award":["JCYJ20220818102414031"],"award-info":[{"award-number":["JCYJ20220818102414031"]}],"id":[{"id":"10.13039\/501100017610","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Guangdong Excellent Youth Team Program","award":["2023B1515040025"],"award-info":[{"award-number":["2023B1515040025"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2025,7]]},"DOI":"10.1109\/tmi.2025.3556482","type":"journal-article","created":{"date-parts":[[2025,4,1]],"date-time":"2025-04-01T21:36:59Z","timestamp":1743543419000},"page":"2973-2988","source":"Crossref","is-referenced-by-count":11,"title":["Boundary-Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation"],"prefix":"10.1109","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7795-7204","authenticated-orcid":false,"given":"Yang","family":"Yang","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Harbin Institute of Technology at Shenzhen, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9287-4263","authenticated-orcid":false,"given":"Jiaxin","family":"Zhuang","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3318-390X","authenticated-orcid":false,"given":"Guoying","family":"Sun","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Harbin Institute of Technology at Shenzhen, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8714-0369","authenticated-orcid":false,"given":"Ruixuan","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3216-7027","authenticated-orcid":false,"given":"Jingyong","family":"Su","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Harbin Institute of Technology at Shenzhen, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-021-21466-z"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2023.126577"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM58861.2023.10385966"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00304"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3225687"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3184675"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01092"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00699"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.102792"},{"key":"ref10","first-page":"518","article-title":"CAR: Class-aware regularizations for semantic segmentation","volume-title":"Proc. ECCV","author":"Ye"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43907-0_18"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3217501"},{"key":"ref13","first-page":"1195","article-title":"Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results","volume-title":"Proc. NeurIPS","volume":"30","author":"Tarvainen"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.103011"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102517"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32245-8_67"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102530"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2019.2960224"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3213372"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3232572"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102656"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01895"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01502"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00692"},{"issue":"11","key":"ref25","first-page":"1","article-title":"Visualizing data using t-SNE","volume":"9","author":"Van der Maaten","year":"2008","journal-title":"JMLR"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59710-8_54"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i10.17066"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01269"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00422"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43907-0_10"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43907-0_53"},{"issue":"2","key":"ref32","first-page":"896","article-title":"Pseudo-label: The simple and efficient semi-supervised learning method for deep neural networks","volume-title":"Proc. Int. Conf. Mach. Learn. (ICML)","volume":"3","author":"Lee"},{"key":"ref33","first-page":"1","article-title":"Temporal ensembling for semi-supervised learning","volume-title":"Proc. ICLR","author":"Laine"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87196-3_42"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01108"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2021.3117888"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2023.3336534"},{"key":"ref38","first-page":"1","article-title":"In defense of pseudo-labeling: An uncertainty-aware pseudo-label selection framework for semi-supervised learning","volume-title":"Proc. ICLR","author":"Rizve"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00421"},{"key":"ref40","first-page":"16686","article-title":"Self-paced contrastive learning for semi-supervised medical image segmentation with meta-labels","volume-title":"Proc. NeurIPS","volume":"34","author":"Peng"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00092"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3209798"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3158069"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00115"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00811"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00695"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3161829"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.07.048"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i2.16238"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/WACV56688.2023.00637"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00264"},{"key":"ref52","first-page":"820","article-title":"Semi-supervised medical image segmentation via cross teaching between CNN and transformer","volume-title":"Proc. Int. Conf. Med. Imag. Deep Learn. (MIDL)","author":"Luo"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87196-3_28"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72652-1_14"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2021.108140"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098135"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01508"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00487"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00222"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2023.3309249"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00930"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2018.00058"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58610-2_29"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59719-1_17"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.622"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/WACV45572.2020.9093264"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00856"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102395"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TCE.2022.3205376"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3285789"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.3389\/fmolb.2021.698334"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR48806.2021.9412621"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00975"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2014.2377694"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2020.101832"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2018.2837502"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46723-8_49"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.5555\/3524938.3525087"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01008-z"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01258-8_23"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298682"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46478-7_31"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-013-9622-7"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2004.825627"},{"key":"ref86","article-title":"Is it time to replace CNNs with transformers for medical images?","author":"Matsoukas","year":"2021","journal-title":"arXiv:2108.09038"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/42\/11068959\/10946212.pdf?arnumber=10946212","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,4]],"date-time":"2025-07-04T17:51:11Z","timestamp":1751651471000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10946212\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7]]},"references-count":86,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2025.3556482","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7]]}}}