{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T21:07:15Z","timestamp":1783976835993,"version":"3.55.0"},"reference-count":67,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100018537","name":"National Science and Technology Major Project","doi-asserted-by":"publisher","award":["2022ZD0118004"],"award-info":[{"award-number":["2022ZD0118004"]}],"id":[{"id":"10.13039\/501100018537","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62025104"],"award-info":[{"award-number":["62025104"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U22A2052"],"award-info":[{"award-number":["U22A2052"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. Video Technol."],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1109\/tcsvt.2026.3670880","type":"journal-article","created":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T20:45:57Z","timestamp":1772743557000},"page":"9589-9605","source":"Crossref","is-referenced-by-count":0,"title":["Sculpting Margin Penalty: Intra-Task Adapter Merging and Classifier Calibration for Few-Shot Class-Incremental Learning"],"prefix":"10.1109","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-4806-4273","authenticated-orcid":false,"given":"Liang","family":"Bai","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3171-2604","authenticated-orcid":false,"given":"Hong","family":"Song","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-6013-5675","authenticated-orcid":false,"given":"Jinfu","family":"Li","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9039-0318","authenticated-orcid":false,"given":"Yucong","family":"Lin","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4857-6490","authenticated-orcid":false,"given":"Jingfan","family":"Fan","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9808-960X","authenticated-orcid":false,"given":"Tianyu","family":"Fu","sequence":"additional","affiliation":[{"name":"School of Medical Technology, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2285-0570","authenticated-orcid":false,"given":"Danni","family":"Ai","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7478-1394","authenticated-orcid":false,"given":"Deqiang","family":"Xiao","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1250-6319","authenticated-orcid":false,"given":"Jian","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3213473"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3429383"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3424302"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00581"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01759"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00170"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3462734"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3449109"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3382513"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02261"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.00460"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2023.10.039"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00884"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2025.3525545"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02316"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3291054"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.52202\/075280-0661"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2025.3551612"},{"key":"ref19","first-page":"27267","article-title":"Margin-based few-shot class-incremental learning with class-level overfitting mitigation","volume-title":"Proc. Adv. Neural Inf. Process. Syst. 35","author":"Li"},{"key":"ref20","first-page":"1","article-title":"Few-shot class incremental learning with attention-aware self-adaptive prompt","volume-title":"Proc. Eur. Conf. Comput. Vis.","author":"Liu"},{"key":"ref21","article-title":"An image is worth 16\u00d716 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020","journal-title":"arXiv:2010.11929"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00024"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19809-0_36"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01146"},{"key":"ref25","first-page":"1097","article-title":"ImageNet classification with deep convolutional neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst. (NIPS)","author":"Krizhevsky"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00823"},{"key":"ref27","article-title":"Localizing task information for improved model merging and compression","author":"Wang","year":"2024","journal-title":"arXiv:2405.07813"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.52202\/079017-3900"},{"key":"ref29","article-title":"Editing models with task arithmetic","author":"Ilharco","year":"2022","journal-title":"arXiv:2212.04089"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3582688"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.109652"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2023.126433"},{"key":"ref33","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"Proc. Int. Conf. Mach. Learn.","volume":"139","author":"Radford"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.02366"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2025.115122"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.111283"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW53433.2021.00058"},{"key":"ref38","first-page":"1","article-title":"Incremental few-shot learning via vector quantization in deep embedded space","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Chen"},{"key":"ref39","first-page":"1","article-title":"Neural collapse inspired feature-classifier alignment for few-shot class incremental learning","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Yang"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01377"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01220"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01227"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3175849"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00889"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00256"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20053-3_9"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548160"},{"key":"ref48","first-page":"1","article-title":"Subspace regularizers for few-shot class incremental learning","volume-title":"Proc. Int. Conf. Learn. Represent. (ICLR)","author":"Aky\u00fcrek"},{"key":"ref49","first-page":"1","article-title":"Warping the space: Weight space rotation for class-incremental few-shot learning","volume-title":"Proc. 11th Int. Conf. Learn. Represent.","author":"Kim"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3200865"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-024-02218-0"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02231"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01426"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.713"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00552"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2018.2822810"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00482"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58548-8_26"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.52202\/075280-3022"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02194"},{"key":"ref62","article-title":"The caltech-ucsd birds-200\u20132011 dataset","author":"Wah","year":"2011"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.587"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19806-9_23"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i17.34020"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19806-9_22"},{"issue":"Nov","key":"ref67","first-page":"2579","article-title":"Visualizing data using t-SNE","volume":"9","author":"Maaten","year":"2008","journal-title":"J. Mach. Learn. Res."}],"container-title":["IEEE Transactions on Circuits and Systems for Video Technology"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/76\/11598845\/11422019.pdf?arnumber=11422019","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T20:07:02Z","timestamp":1783973222000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11422019\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":67,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tcsvt.2026.3670880","relation":{},"ISSN":["1051-8215","1558-2205"],"issn-type":[{"value":"1051-8215","type":"print"},{"value":"1558-2205","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7]]}}}