{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,5]],"date-time":"2026-02-05T07:06:34Z","timestamp":1770275194564,"version":"3.49.0"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031995675","type":"print"},{"value":"9783031995682","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,7,29]],"date-time":"2025-07-29T00:00:00Z","timestamp":1753747200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,7,29]],"date-time":"2025-07-29T00:00:00Z","timestamp":1753747200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-031-99568-2_9","type":"book-chapter","created":{"date-parts":[[2025,7,28]],"date-time":"2025-07-28T15:15:47Z","timestamp":1753715747000},"page":"108-121","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Continual Deep Active Learning for\u00a0Medical Imaging: Replay-Based Architecture for\u00a0Context Adaptation"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-6066-3359","authenticated-orcid":false,"given":"Rui","family":"Daniel","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1407-8322","authenticated-orcid":false,"given":"Maria Rita","family":"Verdelho","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2852-7723","authenticated-orcid":false,"given":"Catarina","family":"Barata","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4737-0020","authenticated-orcid":false,"given":"Carlos","family":"Santiago","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,29]]},"reference":[{"key":"9_CR1","first-page":"30612","volume":"35","author":"A Ayub","year":"2022","unstructured":"Ayub, A., Fendley, C.: Few-shot continual active learning by a robot. Adv. Neural. Inf. Process. Syst. 35, 30612\u201330624 (2022)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"issue":"6","key":"9_CR2","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1145\/363011.363155","volume":"12","author":"LA Belady","year":"1969","unstructured":"Belady, L.A., Nelson, R.A., Shedler, G.S.: An anomaly in space-time characteristics of certain programs running in a paging machine. Commun. ACM 12(6), 349\u2013353 (1969)","journal-title":"Commun. ACM"},{"issue":"12","key":"9_CR3","doi-asserted-by":"publisher","first-page":"3543","DOI":"10.1109\/TMI.2021.3090082","volume":"40","author":"VM Campello","year":"2021","unstructured":"Campello, V.M., et al.: Multi-centre, multi-vendor and multi-disease cardiac segmentation: the M &MS challenge. IEEE Trans. Med. Imaging 40(12), 3543\u20133554 (2021)","journal-title":"IEEE Trans. Med. Imaging"},{"key":"9_CR4","unstructured":"Das, A.M., Bhatt, G., Bhalerao, M.M., Gao, V.R., Yang, R., Bilmes, J.: Accelerating batch active learning using continual learning techniques. Trans. Mach. Learn. Res. (2023)"},{"key":"9_CR5","unstructured":"Dosovitskiy, A., et\u00a0al.: An image is worth 16$$\\times $$16 words: transformers for image recognition at scale. In: International Conference on Learning Representations (2020)"},{"key":"9_CR6","unstructured":"Ester, M., Kriegel, H.P., Sander, J., Xu, X., et\u00a0al.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: KDD, vol.\u00a096, pp. 226\u2013231 (1996)"},{"key":"9_CR7","doi-asserted-by":"crossref","unstructured":"Lewis, D.D.: A sequential algorithm for training text classifiers: corrigendum and additional data. In: ACM SIGIR Forum, vol.\u00a029, pp. 13\u201319. ACM New York (1995)","DOI":"10.1145\/219587.219592"},{"key":"9_CR8","unstructured":"Lopez-Paz, D., Ranzato, M.: Gradient episodic memory for continual learning. Adv. Neural Inf. Process. Syst. 30 (2017)"},{"key":"9_CR9","unstructured":"Macqueen, J.: Some Methods for Classification and Analysis of Multivariate Observations. University of California Press (1967)"},{"issue":"10","key":"9_CR10","doi-asserted-by":"publisher","first-page":"1345","DOI":"10.1109\/TKDE.2009.191","volume":"22","author":"Y Pan","year":"2009","unstructured":"Pan, Y.: A survey on transfer learning. IEEE Trans. Knowl. Data Eng. 22(10), 1345\u20131359 (2009)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"9_CR11","doi-asserted-by":"crossref","unstructured":"Perkonigg, M., et\u00a0al.: Continual active learning using pseudo-domains for limited labelling resources and changing acquisition characteristics. Mach. Learn. Biomed. Imaging 1(IPMI 2021 special issue), 1\u201328 (2022)","DOI":"10.59275\/j.melba.2022-4g6b"},{"issue":"6","key":"9_CR12","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1109\/TPAMI.2016.2577031","volume":"39","author":"S Ren","year":"2016","unstructured":"Ren, S., He, K., Girshick, R., Sun, J.: Faster R-CNN: towards real-time object detection with region proposal networks. IEEE Trans. Pattern Anal. Mach. Intell. 39(6), 1137\u20131149 (2016)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"9_CR13","doi-asserted-by":"crossref","unstructured":"Reynolds, D.A., et\u00a0al.: Gaussian mixture models. Encycl. Biomet. 741(659-663) (2009)","DOI":"10.1007\/978-0-387-73003-5_196"},{"key":"9_CR14","doi-asserted-by":"crossref","unstructured":"Ronneberger, O., Fischer, P., Brox, T.: U-net: convolutional networks for biomedical image segmentation. In: Medical Image Computing and Computer-Assisted Intervention\u2013MICCAI 2015: 18th International Conference, Munich, Germany, 5\u20139 October 2015, Proceedings, Part III 18, pp. 234\u2013241. Springer (2015)","DOI":"10.1007\/978-3-319-24574-4_28"},{"issue":"2","key":"9_CR15","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1023\/A:1022673506211","volume":"15","author":"B Settles","year":"1994","unstructured":"Settles, B.: Active learning literature survey. Mach. Learn. 15(2), 201\u2013221 (1994)","journal-title":"Mach. Learn."},{"key":"9_CR16","unstructured":"Settles, B., Craven, M., Ray, S.: Multiple-instance active learning. Adv. Neural Inf. Process. Syst. 20 (2007)"},{"issue":"3","key":"9_CR17","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1002\/j.1538-7305.1948.tb01338.x","volume":"27","author":"CE Shannon","year":"1948","unstructured":"Shannon, C.E.: A mathematical theory of communication. Bell Syst. Tech. J. 27(3), 379\u2013423 (1948)","journal-title":"Bell Syst. Tech. J."},{"issue":"12","key":"9_CR18","doi-asserted-by":"publisher","first-page":"1185","DOI":"10.1038\/s42256-022-00568-3","volume":"4","author":"GM van de Ven","year":"2022","unstructured":"van de Ven, G.M., Tuytelaars, T., Tolias, A.S.: Three types of incremental learning. Nat. Mach. Intell. 4(12), 1185\u20131197 (2022)","journal-title":"Nat. Mach. Intell."},{"key":"9_CR19","doi-asserted-by":"crossref","unstructured":"Vu, T.T., Khadivi, S., Ghorbanali, M., Phung, D., Haffari, G.: Active continual learning: on balancing knowledge retention and learnability. arXiv e-prints pp. arXiv\u20132305 (2023)","DOI":"10.1007\/978-981-96-0351-0_10"}],"container-title":["Lecture Notes in Computer Science","Pattern Recognition and Image Analysis"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-99568-2_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,8]],"date-time":"2025-09-08T05:49:12Z","timestamp":1757310552000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-99568-2_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,29]]},"ISBN":["9783031995675","9783031995682"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-99568-2_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,29]]},"assertion":[{"value":"29 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IbPRIA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Iberian Conference on Pattern Recognition and Image Analysis","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Coimbra","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Portugal","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ibpria2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ibpria.org\/2025\/?page=home","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}