{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T15:10:04Z","timestamp":1781622604154,"version":"3.54.5"},"reference-count":31,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,7,11]],"date-time":"2022-07-11T00:00:00Z","timestamp":1657497600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,11]],"date-time":"2022-07-11T00:00:00Z","timestamp":1657497600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001348","name":"I2R, A*STAR","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001348","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7,11]]},"DOI":"10.1109\/embc48229.2022.9871734","type":"proceedings-article","created":{"date-parts":[[2022,9,8]],"date-time":"2022-09-08T20:02:05Z","timestamp":1662667325000},"page":"5043-5046","source":"Crossref","is-referenced-by-count":14,"title":["Self-supervised Assisted Active Learning for Skin Lesion Segmentation"],"prefix":"10.1109","author":[{"given":"Ziyuan","family":"Zhao","sequence":"first","affiliation":[{"name":"I2R, A*STAR,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenjing","family":"Lu","sequence":"additional","affiliation":[{"name":"I2R, A*STAR,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zeng","family":"Zeng","sequence":"additional","affiliation":[{"name":"I2R, A*STAR,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaixin","family":"Xu","sequence":"additional","affiliation":[{"name":"I2R, A*STAR,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bharadwaj","family":"Veeravalli","sequence":"additional","affiliation":[{"name":"National University of Singapore,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cuntai","family":"Guan","sequence":"additional","affiliation":[{"name":"Nanyang Technological University,Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref31","article-title":"Deep bayesian active learning with image data","author":"gal","year":"0","journal-title":"Int Conference on Machine Learning"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-75541-0_14"},{"key":"ref10","article-title":"Transfer learning for human activity recognition using representational analysis of neural networks","author":"an","year":"2020","journal-title":"ArXiv Preprint"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2020.3004555"},{"key":"ref12","first-page":"293","article-title":"Mt-uda: Towards unsupervised cross-modality medical image segmentation with limited source labels","author":"zhao","year":"0","journal-title":"International Conference on Medical Image Computing and Computer-Assisted Intervention"},{"key":"ref13","article-title":"Cost-effective active learning for melanoma segmentation","author":"gorriz","year":"2017","journal-title":"ArXiv Preprint"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32692-0_72"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC44109.2020.9176662"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2020.101693"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-66179-7_46"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00976"},{"key":"ref19","article-title":"Cost-sensitive active learning for intracranial hemorrhage detection","author":"kuo","year":"2018","journal-title":"MICCAI"},{"key":"ref28","article-title":"Some methods for classification and analysis of multivariate observations","author":"macqueen","year":"0","journal-title":"Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability"},{"key":"ref4","article-title":"Transformation-consistent self-ensembling model for semisupervised medical image segmentation","author":"li","year":"2020","journal-title":"IEEE Transactions on Neural Networks and Learning Systems"},{"key":"ref27","article-title":"Evolutionary neural architecture search for image restoration","author":"jacques van wyk","year":"2019","journal-title":"IJCNN"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC46164.2021.9629698"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC46164.2021.9629941"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.nlp4convai-1.12"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3052320"},{"key":"ref8","article-title":"Models genesis: Generic autodidactic models for 3d medical image analysis","author":"zhou","year":"0","journal-title":"International Conference on Medical Image Computing and Computer-Assisted Intervention"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2019.08.002"},{"key":"ref2","article-title":"U-net: Convolutional networks for biomedical image segmentation","author":"ronneberger","year":"0","journal-title":"International Conference on Medical Image Computing and Computer-Assisted Intervention"},{"key":"ref9","author":"kouw","year":"2018","journal-title":"An introduction to domain adaptation and transfer learning"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298965"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.506"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00975"},{"key":"ref21","article-title":"A survey on contrastive self-supervised learning","author":"jaiswal","year":"2021","journal-title":"Technologies"},{"key":"ref24","article-title":"A survey of deep active learning","author":"ren","year":"2021","journal-title":"ACM Computing Surveys (CSUR)"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2018.8363547"},{"key":"ref26","article-title":"Self-supervised visual feature learning with deep neural networks: A survey","author":"jing","year":"2020","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33015901"}],"event":{"name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","location":"Glasgow, Scotland, United Kingdom","start":{"date-parts":[[2022,7,11]]},"end":{"date-parts":[[2022,7,15]]}},"container-title":["2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9870821\/9870822\/09871734.pdf?arnumber=9871734","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,26]],"date-time":"2022-09-26T20:59:36Z","timestamp":1664225976000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9871734\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,11]]},"references-count":31,"URL":"https:\/\/doi.org\/10.1109\/embc48229.2022.9871734","relation":{},"subject":[],"published":{"date-parts":[[2022,7,11]]}}}