{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T16:34:14Z","timestamp":1774974854323,"version":"3.50.1"},"reference-count":69,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["EY027510"],"award-info":[{"award-number":["EY027510"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["R214278211"],"award-info":[{"award-number":["R214278211"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["P30EY022589"],"award-info":[{"award-number":["P30EY022589"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["K99EY030942"],"award-info":[{"award-number":["K99EY030942"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["EY026574"],"award-info":[{"award-number":["EY026574"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["EY11008"],"award-info":[{"award-number":["EY11008"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000053","name":"Awards from the National Eye Institute","doi-asserted-by":"publisher","award":["EY19869"],"award-info":[{"award-number":["EY19869"]}],"id":[{"id":"10.13039\/100000053","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Center on Minority Health and Health Disparities, National Institutes of Health","doi-asserted-by":"publisher","award":["R01EY09341"],"award-info":[{"award-number":["R01EY09341"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Center on Minority Health and Health Disparities, National Institutes of Health","doi-asserted-by":"publisher","award":["R01EY09307"],"award-info":[{"award-number":["R01EY09307"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100007414","name":"Horncrest Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100007414","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100007268","name":"Department of Ophthalmology and Visual Sciences, Washington University in St. Louis","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100007268","id-type":"DOI","asserted-by":"publisher"}]},{"name":"NIH Vision Core","award":["P30EY02687"],"award-info":[{"award-number":["P30EY02687"]}]},{"DOI":"10.13039\/100004319","name":"Merck Research Laboratories, Pfizer Inc., White House Station, NJ, USA","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100004319","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100001818","name":"Unrestricted Grants from Research to Prevent Blindness Inc., New York, NY, USA","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100001818","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1109\/tmi.2023.3307689","type":"journal-article","created":{"date-parts":[[2023,8,23]],"date-time":"2023-08-23T17:58:21Z","timestamp":1692813501000},"page":"3764-3778","source":"Crossref","is-referenced-by-count":24,"title":["One-Vote Veto: Semi-Supervised Learning for Low-Shot Glaucoma Diagnosis"],"prefix":"10.1109","volume":"42","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2593-6596","authenticated-orcid":false,"given":"Rui","family":"Fan","sequence":"first","affiliation":[{"name":"College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Intelligent Autonomous Systems, and the Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9330-9987","authenticated-orcid":false,"given":"Christopher","family":"Bowd","sequence":"additional","affiliation":[{"name":"Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California at San Diego, La Jolla, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicole","family":"Brye","sequence":"additional","affiliation":[{"name":"College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Intelligent Autonomous Systems, and the Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark","family":"Christopher","sequence":"additional","affiliation":[{"name":"College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Intelligent Autonomous Systems, and the Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Robert N.","family":"Weinreb","sequence":"additional","affiliation":[{"name":"College of Electronics and Information Engineering, Shanghai Research Institute for Intelligent Autonomous Systems, State Key Laboratory of Intelligent Autonomous Systems, and the Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, Shanghai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David J.","family":"Kriegman","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, University of California at San Diego, La Jolla, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1143-5224","authenticated-orcid":false,"given":"Linda M.","family":"Zangwill","sequence":"additional","affiliation":[{"name":"Viterbi Family Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California at San Diego, La Jolla, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(04)16257-0"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2014.05.013"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1001\/jamaophthalmol.2022.0244"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1136\/bjo.2005.067355"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/9606420"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.1997.01100160617016"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2015.08.043"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1097\/IJG.0b013e3182a0761c"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.01082"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.xops.2022.100233"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.117.5.573"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1001\/archopht.120.6.701"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajo.2018.11.006"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2018.01.023"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1364\/BOE.10.000892"},{"issue":"2","key":"ref16","first-page":"5449","article-title":"Automated identification of glaucoma from fundus images using deep learning techniques","volume":"7","author":"Judy","year":"2020","journal-title":"Eur. J. Mol. Clin. Med."},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TIPTEKNO.2019.8894965"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.ogla.2020.04.012"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3132635.3132650"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8682915"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2019.2903434"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1186\/s12938-019-0649-y"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1001\/archophthalmol.2009.187"},{"key":"ref24","first-page":"1","article-title":"FreeMatch: Self-adaptive thresholding for semi-supervised learning","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Wang"},{"key":"ref25","first-page":"1","article-title":"SoftMatch: Addressing the quantity-quality trade-off in semi-supervised learning","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Chen"},{"key":"ref26","first-page":"596","article-title":"FixMatch: Simplifying semi-supervised learning with consistency and confidence","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Sohn"},{"key":"ref27","first-page":"18408","article-title":"FlexMatch: Boosting semi-supervised learning with curriculum pseudo labeling","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Zhang"},{"key":"ref28","first-page":"1","article-title":"An image is worth 16\u00d716 words: Transformers for image recognition at scale","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Dosovitskiy"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3010287"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104319"},{"key":"ref31","article-title":"Lung and colon cancer histopathological image dataset (LC25000)","author":"Borkowski","year":"2019","journal-title":"arXiv:1912.12142"},{"key":"ref32","article-title":"One weird trick for parallelizing convolutional neural networks","author":"Krizhevsky","year":"2014","journal-title":"arXiv:1404.5997"},{"key":"ref33","first-page":"1","article-title":"Very deep convolutional networks for large-scale image recognition","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Simonyan"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.308"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0207982"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ogla.2018.04.002"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(19)30085-8"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2020.07.045"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-35044-9"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1167\/tvst.9.2.27"},{"issue":"12","key":"ref44","first-page":"1685","article-title":"Open-source, ultra-low-cost smartphone attachment for non-mydriatic fundus photography\u2014Open indirect ophthalmoscope","volume":"57","author":"Jain","year":"2016","journal-title":"Investigative Ophthalmol. Vis. Sci."},{"issue":"13","key":"ref45","first-page":"1609","article-title":"Smart phone administered fundus imaging without additional imaging optics","volume":"55","author":"Lawson","year":"2014","journal-title":"Investigative Ophthalmol. Vis. Sci."},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00474"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3386252"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-2034"},{"key":"ref49","first-page":"1","article-title":"Unsupervised representation learning with deep convolutional generative adversarial networks","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Radford"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-013-0706-y"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-019-05855-6"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/d16-1147"},{"key":"ref53","first-page":"1","article-title":"Siamese neural networks for one-shot image recognition","volume-title":"Proc. ICML Deep Learn. Workshop","volume":"2","author":"Koch"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2021.3126309"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00510"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-15554-8_73"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24261-3_7"},{"key":"ref58","first-page":"18661","article-title":"Supervised contrastive learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Khosla"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00781"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.3115\/1220835.1220855"},{"key":"ref61","first-page":"2440","article-title":"End-to-end memory networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NeurIPS)","author":"Sukhbaatar"},{"key":"ref62","article-title":"Rethinking atrous convolution for semantic image segmentation","author":"Chen","year":"2017","journal-title":"arXiv:1706.05587"},{"key":"ref63","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"van der Maaten","year":"2008","journal-title":"J. Mach. Learn. Res."},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01424-7_27"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.243"},{"key":"ref66","first-page":"6105","article-title":"EfficientNet: Rethinking model scaling for convolutional neural networks","volume-title":"Proc. 36th Int. Conf. Mach. Learn. (ICML)","author":"Tan"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/WACV.2018.00097"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1117\/12.2581496"},{"key":"ref69","first-page":"1","article-title":"The histopathological diagnosis of adenocarcinoma & squamous cells carcinoma of lungs by artificial intelligence: A comparative study of convolutional neural networks","author":"Abbas","year":"2020","journal-title":"MedRxiv"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/42\/10336247\/10227344.pdf?arnumber=10227344","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T20:48:27Z","timestamp":1710362907000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10227344\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12]]},"references-count":69,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2023.3307689","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12]]}}}