{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T01:14:41Z","timestamp":1772500481247,"version":"3.50.1"},"reference-count":79,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"NSFC Project","award":["62222604"],"award-info":[{"award-number":["62222604"]}]},{"name":"NSFC Project","award":["62206052"],"award-info":[{"award-number":["62206052"]}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"crossref","award":["2024M750424"],"award-info":[{"award-number":["2024M750424"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["020214380120"],"award-info":[{"award-number":["020214380120"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["020214380128"],"award-info":[{"award-number":["020214380128"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"name":"State Key Laboratory Fund","award":["ZZKT2024A14"],"award-info":[{"award-number":["ZZKT2024A14"]}]},{"name":"Postdoctoral Fellowship Program of CPSF","award":["GZC20240252"],"award-info":[{"award-number":["GZC20240252"]}]},{"name":"Jiangsu Funding Program for Excellent Postdoctoral Talent","award":["2024ZB242"],"award-info":[{"award-number":["2024ZB242"]}]},{"DOI":"10.13039\/501100001809","name":"Jiangsu Science and Technology Major Project","doi-asserted-by":"publisher","award":["BG2024031"],"award-info":[{"award-number":["BG2024031"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Med. Imaging"],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1109\/tmi.2025.3564765","type":"journal-article","created":{"date-parts":[[2025,4,30]],"date-time":"2025-04-30T19:23:45Z","timestamp":1746041025000},"page":"3741-3755","source":"Crossref","is-referenced-by-count":11,"title":["Mamba-Sea: A Mamba-Based Framework With Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation"],"prefix":"10.1109","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-0213-1605","authenticated-orcid":false,"given":"Zihan","family":"Cheng","sequence":"first","affiliation":[{"name":"School of Medicine, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1101-4443","authenticated-orcid":false,"given":"Jintao","family":"Guo","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology and the National Institute of Healthcare Data Science, Nanjing University, Nanjing, Jiangsu, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-9576-4930","authenticated-orcid":false,"given":"Jian","family":"Zhang","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology and the National Institute of Healthcare Data Science, Nanjing University, Nanjing, Jiangsu, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7091-0702","authenticated-orcid":false,"given":"Lei","family":"Qi","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Key Laboratory of Computer Network and Information Integration, Southeast University, Nanjing, Jiangsu, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8762-2424","authenticated-orcid":false,"given":"Luping","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Electrical and Information Engineering, The University of Sydney, Sydney, Australia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4534-7318","authenticated-orcid":false,"given":"Yinghuan","family":"Shi","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology and the National Institute of Healthcare Data Science, Nanjing University, Nanjing, Jiangsu, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2488-1813","authenticated-orcid":false,"given":"Yang","family":"Gao","sequence":"additional","affiliation":[{"name":"State Key Laboratory for Novel Software Technology and the National Institute of Healthcare Data Science, Nanjing University, Nanjing, Jiangsu, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2018.2845918"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2023.3253646"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59713-9_46"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.102904"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-25066-8_9"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2025.103547"},{"key":"ref8","article-title":"VM-UNet: Vision mamba UNet for medical image segmentation","author":"Ruan","year":"2024","journal-title":"arXiv:2402.02491"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87196-3_29"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2016.2529665"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI52829.2022.9761606"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.02019"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87234-2_10"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3193146"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20053-3_1"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43898-1_24"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2023.102802"},{"key":"ref18","article-title":"Mamba: Linear-time sequence modeling with selective state spaces","author":"Gu","year":"2023","journal-title":"arXiv:2312.00752"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-96-0901-7_14"},{"key":"ref20","article-title":"MambaVision: A hybrid mamba-transformer vision backbone","author":"Hatamizadeh","year":"2024","journal-title":"arXiv:2407.08083"},{"key":"ref21","article-title":"VSSD: Vision mamba with non-causal state space duality","author":"Shi","year":"2024","journal-title":"arXiv:2407.18559"},{"key":"ref22","article-title":"MedMamba: Vision mamba for medical image classification","author":"Yue","year":"2024","journal-title":"arXiv:2403.03849"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-77789-9_15"},{"key":"ref24","article-title":"Mamba-UNet: UNet-like pure visual mamba for medical image segmentation","author":"Wang","year":"2024","journal-title":"arXiv:2402.05079"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72111-3_48"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72111-3_54"},{"key":"ref27","article-title":"HC-mamba: Vision MAMBA with hybrid convolutional techniques for medical image segmentation","author":"Xu","year":"2024","journal-title":"arXiv:2405.05007"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2025.101298"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00371"},{"key":"ref30","article-title":"LoRA: Low-rank adaptation of large language models","author":"Hu","year":"2021","journal-title":"arXiv:2106.09685"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2021.3090082"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.3015224"},{"key":"ref33","first-page":"1938","article-title":"Minimax estimation of maximum mean discrepancy with radial kernels","volume-title":"Proc. NeurIPS","volume":"29","author":"Tolstikhin"},{"key":"ref34","first-page":"103031","article-title":"VMamba: Visual state space model","volume-title":"Proc. NeurIPS","volume":"37","author":"Liu"},{"key":"ref35","article-title":"U-mamba: Enhancing long-range dependency for biomedical image segmentation","author":"Ma","year":"2024","journal-title":"arXiv:2401.04722"},{"key":"ref36","first-page":"1","article-title":"Start: A generalized state space model with saliency-driven token-aware transformation","volume-title":"Proc. NeurIPS","author":"Guo"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3210133"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00107"},{"key":"ref39","first-page":"6450","article-title":"Domain generalization via model-agnostic learning of semantic features","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"32","author":"Dou"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-68107-4_21"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01948"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-5128-0_27"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72111-3_34"},{"key":"ref44","article-title":"ViM-UNet: Vision mamba for biomedical segmentation","author":"Archit","year":"2024","journal-title":"arXiv:2404.07705"},{"key":"ref45","article-title":"CAMS: Convolution and attention-free mamba-based cardiac image segmentation","author":"Khan","year":"2024","journal-title":"arXiv:2406.05786"},{"key":"ref46","article-title":"Efficiently modeling long sequences with structured state spaces","author":"Gu","year":"2021","journal-title":"arXiv:2111.00396"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01008-z"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-020-08980-w"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1002\/mp.15514"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00555"},{"key":"ref51","first-page":"62429","article-title":"Vision mamba: Efficient visual representation learning with bidirectional state space model","volume-title":"Proc. ICML","volume":"235","author":"Zhu"},{"key":"ref52","first-page":"1","article-title":"Domain generalization with MixStyle","volume-title":"Proc. ICLR","author":"Zhou"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02311"},{"issue":"1","key":"ref54","first-page":"1004","article-title":"A comprehensive retinal image dataset for the assessment of glaucoma from the optic nerve head analysis","volume":"2","author":"Sivaswamy","year":"2015","journal-title":"JSM Biomed. Imag. Data Papers"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CBMS.2011.5999143"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2019.101570"},{"issue":"6","key":"ref57","first-page":"5","article-title":"NCI-ISBI 2013 challenge: Automated segmentation of prostate structures","volume":"370","author":"Bloch","year":"2015","journal-title":"Cancer Imag. Arch."},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2015.02.009"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2013.12.002"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00233"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.2973595"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2024.3371987"},{"key":"ref63","article-title":"SAM-Med2D","author":"Cheng","year":"2023","journal-title":"arXiv:2308.16184"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00612"},{"issue":"11","key":"ref66","first-page":"1","article-title":"Visualizing data using t-SNE","volume":"9","author":"Van der Maaten","year":"2008","journal-title":"JMLR"},{"key":"ref67","article-title":"ESP-MedSAM: Efficient self-prompting SAM for universal domain-generalized medical image segmentation","author":"Xu","year":"2024","journal-title":"arXiv:2407.14153"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2018.161"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1902.03368"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2013.6610779"},{"key":"ref71","first-page":"1","article-title":"SAM 2: Segment anything in images and videos","volume-title":"Proc. ICLR","author":"Ravi"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW60793.2023.00361"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02207"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1802.02611"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2024.103280"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00986"},{"key":"ref77","first-page":"1","article-title":"Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality","volume-title":"Proc. ICML","author":"Dao"},{"key":"ref78","article-title":"Famba-V: Fast vision mamba with cross-layer token fusion","author":"Shen","year":"2024","journal-title":"arXiv:2409.09808"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-44824-z"}],"container-title":["IEEE Transactions on Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/42\/11165775\/10980210.pdf?arnumber=10980210","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,17]],"date-time":"2025-09-17T17:31:09Z","timestamp":1758130269000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10980210\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":79,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/tmi.2025.3564765","relation":{},"ISSN":["0278-0062","1558-254X"],"issn-type":[{"value":"0278-0062","type":"print"},{"value":"1558-254X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9]]}}}