{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:33:42Z","timestamp":1763192022497,"version":"3.45.0"},"reference-count":44,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T00:00:00Z","timestamp":1751241600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001602","name":"Science Foundation Ireland","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001602","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,6,30]]},"DOI":"10.1109\/ijcnn64981.2025.11229353","type":"proceedings-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T18:46:15Z","timestamp":1763145975000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["Is Complete Labeling Necessary? Understanding Active Learning in Longitudinal Medical Imaging"],"prefix":"10.1109","author":[{"given":"Siteng","family":"Ma","sequence":"first","affiliation":[{"name":"University College,School of Computer Science,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Honghui","family":"Du","sequence":"additional","affiliation":[{"name":"University College,School of Computer Science,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Prateek","family":"Mathur","sequence":"additional","affiliation":[{"name":"University College,School of Computer Science,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Brendan S.","family":"Kelly","sequence":"additional","affiliation":[{"name":"Insight Centre for Data Analytics,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ronan P.","family":"Killeen","sequence":"additional","affiliation":[{"name":"University College Dublin,School of Medicine,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aonghus","family":"Lawlor","sequence":"additional","affiliation":[{"name":"University College,School of Computer Science,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruihai","family":"Dong","sequence":"additional","affiliation":[{"name":"University College,School of Computer Science,Dublin,Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2021.102051"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compmedimag.2019.01.005"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2019.03.009"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI45749.2020.9098626"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3389\/fradi.2021.713681"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI45749.2020.9098554"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2016.06.014"},{"article-title":"Active learning literature survey","year":"2009","author":"Settles","key":"ref8"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106531"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI48211.2021.9434098"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-16452-1_29"},{"article-title":"Adaptive curriculum query strategy for active learning in medical image classification [accepted]","volume-title":"International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)","author":"Ma","key":"ref12"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1364\/BOE.487518"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.1007453"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-44848-9_34"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1158\/1078-0432.ccr-18-2495"},{"key":"ref18","first-page":"2370","article-title":"Beyond exploding and vanishing gradients: analysing rnn training using attractors and smoothness","volume-title":"International conference on artificial intelligence and statistics","author":"Ribeiro"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2020.12.020"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1989.1.4.541"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.975862"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.964250"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.912000"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2778152"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.1007619"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.1004050"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1142\/9789812797926_0003"},{"article-title":"Siamese convolutional neural network for new multiple sclerosis lesion segmentation","volume-title":"MSSEG-2 challenge proceedings: Multiple sclerosis new lesions segmentation challenge using a data management and processing infrastructure. MICCAI 2021","author":"Fenneteau","key":"ref29"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2010.11929"},{"key":"ref31","first-page":"2024","article-title":"A siamese utransformer for change detection on mri brain for multiple sclerosis, a model development and external validation study","author":"Kelly","year":"2024","journal-title":"medRxiv"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3472291"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/219587.219592"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44816-0_31"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2018.2885134"},{"key":"ref36","first-page":"24","article-title":"Bayesian active learning for classification and preference learning","volume":"1050","author":"Houlsby","year":"2011","journal-title":"stat"},{"article-title":"Active learning for convolutional neural networks: A core-set approach","volume-title":"International Conference on Learning Representations","author":"Sener","key":"ref37"},{"key":"ref38","first-page":"11933","article-title":"Batch active learning at scale","volume":"34","author":"Citovsky","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s11548-024-03065-7"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2018.2840695"},{"key":"ref41","first-page":"126","article-title":"Msseg-2 challenge proceedings: Multiple sclerosis new lesions segmentation challenge using a data management and processing infrastructure","volume-title":"MICCAI 2021-24th international conference on medical image computing and computer assisted intervention","author":"Commowick"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.324"},{"article-title":"Adam: A method for stochastic optimization","year":"2014","author":"Kingma","key":"ref43"},{"article-title":"Active learning for convolutional neural networks: A core-set approach","volume-title":"International Conference on Learning Representations","author":"Sener","key":"ref44"}],"event":{"name":"2025 International Joint Conference on Neural Networks (IJCNN)","start":{"date-parts":[[2025,6,30]]},"location":"Rome, Italy","end":{"date-parts":[[2025,7,5]]}},"container-title":["2025 International Joint Conference on Neural Networks (IJCNN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11227166\/11227148\/11229353.pdf?arnumber=11229353","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T07:31:01Z","timestamp":1763191861000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11229353\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,30]]},"references-count":44,"URL":"https:\/\/doi.org\/10.1109\/ijcnn64981.2025.11229353","relation":{},"subject":[],"published":{"date-parts":[[2025,6,30]]}}}