{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T06:17:35Z","timestamp":1776233855075,"version":"3.50.1"},"reference-count":73,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100003542","name":"Ministerium f?r Wissenschaft, Forschung und Kunst Baden-W?rttemberg","doi-asserted-by":"publisher","award":["HoreKa Supercomputer"],"award-info":[{"award-number":["HoreKa Supercomputer"]}],"id":[{"id":"10.13039\/501100003542","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100009318","name":"Helmholtz Association","doi-asserted-by":"publisher","award":["HAICORE@KIT Initiative"],"award-info":[{"award-number":["HAICORE@KIT Initiative"]}],"id":[{"id":"10.13039\/501100009318","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100009318","name":"Helmholtz Association","doi-asserted-by":"publisher","award":["MSE Program"],"award-info":[{"award-number":["MSE Program"]}],"id":[{"id":"10.13039\/501100009318","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100009318","name":"Helmholtz Association","doi-asserted-by":"publisher","award":["NACIP program"],"award-info":[{"award-number":["NACIP program"]}],"id":[{"id":"10.13039\/501100009318","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004837","name":"Ministerio de Ciencia e Innovaci\u00f3n","doi-asserted-by":"publisher","award":["PID2020-118504GB-I00"],"award-info":[{"award-number":["PID2020-118504GB-I00"]}],"id":[{"id":"10.13039\/501100004837","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100012818","name":"Comunidad de Madrid","doi-asserted-by":"publisher","award":["Y2020\/NMT-6660"],"award-info":[{"award-number":["Y2020\/NMT-6660"]}],"id":[{"id":"10.13039\/100012818","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003176","name":"Ministerio de Educaci?n, Cultura y Deporte","doi-asserted-by":"publisher","award":["FPU18\/02825"],"award-info":[{"award-number":["FPU18\/02825"]}],"id":[{"id":"10.13039\/501100003176","id-type":"DOI","asserted-by":"publisher"}]},{"name":"KIT Publication Fund"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3555020","type":"journal-article","created":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T22:46:57Z","timestamp":1743029217000},"page":"54794-54807","source":"Crossref","is-referenced-by-count":3,"title":["ASAP: Automated Style-Aware Similarity Measurement for Selection of Annotated Pre-Training Datasets in 2D Biomedical Imaging"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3493-7470","authenticated-orcid":false,"given":"Miguel","family":"Molina-Moreno","sequence":"first","affiliation":[{"name":"Department of Immunobiology, Yale University, New Haven, CT, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7366-2134","authenticated-orcid":false,"given":"Marcel P.","family":"Schilling","sequence":"additional","affiliation":[{"name":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Eggenstein-Leopoldshafen, Baden-W&#x00FC;rttemberg, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7780-6374","authenticated-orcid":false,"given":"Markus","family":"Reischl","sequence":"additional","affiliation":[{"name":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Eggenstein-Leopoldshafen, Baden-W&#x00FC;rttemberg, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9100-5496","authenticated-orcid":false,"given":"Ralf","family":"Mikut","sequence":"additional","affiliation":[{"name":"Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, Eggenstein-Leopoldshafen, Baden-W&#x00FC;rttemberg, Germany"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-019-0670-x"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-019-0612-7"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01008-z"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-019-0403-1"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-60554-0"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICCR61006.2024.10532925"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1515\/jib-2022-0018"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-33642-4"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2018.8363547"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2014.2377694"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2021.3059699"},{"key":"ref12","article-title":"On the opportunities and risks of foundation models","author":"Bommasani","year":"2021","journal-title":"arXiv:2108.07258"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00371"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-023-05881-4"},{"key":"ref15","article-title":"MONAI: An open-source framework for deep learning in healthcare","author":"Cardoso","year":"2022","journal-title":"arXiv:2211.02701"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-016-0043-6"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-022-01751-z"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3065386"},{"key":"ref19","first-page":"21428","article-title":"Geometric dataset distances via optimal transport","volume-title":"Proc. 34th Int. Conf. Neural Inf. Process. Syst.","author":"Alvarez-Melis"},{"key":"ref20","first-page":"436","article-title":"Task fingerprinting for meta learning in biomedical image analysis","volume-title":"Proc. Int. Conf. Med. Image Comput. Comput.-Assist. Intervent.","author":"Godau"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-11216-4_14"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/0304-3991(87)90010-6"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1117\/12.274545"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI53787.2023.10230659"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.265"},{"key":"ref26","first-page":"1109","article-title":"Large scale online learning of image similarity through ranking","volume":"11","author":"Chechik","year":"2010","journal-title":"J. Mach. Learn. Res."},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3080920"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1002\/aic.690370209"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICACITE57410.2023.10182466"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2018.02.002"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-62008-0_3"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-67534-3_7"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/iccv.2019.00653"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3390\/technologies9010002"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.5555\/3524938.3525087"},{"key":"ref37","first-page":"12310","article-title":"Barlow twins: Self-supervised learning via redundancy reduction","volume-title":"Proc. 38th Int. Conf. Mach. Learn.","author":"\u017dbontar"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIV.2020.3039456"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-71704-9_65"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2023.107912"},{"key":"ref41","article-title":"Source free domain adaptation with image translation","author":"Hou","year":"2020","journal-title":"arXiv:2008.07514"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2021.102305"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2018.161"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2019.2947628"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-23937-4_2"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1038\/nmeth.4473"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01018-x"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-024-01055-4"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0263656"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1117\/1.JMI.2.4.044003"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104349"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-021-01249-6"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-020-03679-3"},{"key":"ref54","volume-title":"Ultrasound BP Nerve Segmentation Dataset","author":"Health","year":"2016"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1117\/12.2293584"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2015.02.007"},{"key":"ref57","volume-title":"Large Dataset of Labeled Optical Coherence Tomography (OCT) and Chest X-Ray Images","author":"Kermany","year":"2018"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.167"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2023.04.037"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.2307\/2282967"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.1979.4766909"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1093\/ije\/dyq191"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-1904-8"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.21105\/joss.00861"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-022-01663-4"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1091\/mbc.E20-02-0156"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1016\/j.crmeth.2023.100500"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1038\/s42003-023-04608-5"},{"key":"ref70","volume-title":"The PASCAL Visual Object Classes Challenge 2012 (VOC2012) Results","author":"Everingham","year":"2012"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10602-1_48"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-022-00568-3"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.109480"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/10942339.pdf?arnumber=10942339","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T05:36:43Z","timestamp":1776231403000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10942339\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":73,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3555020","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}