{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T19:43:25Z","timestamp":1769888605908,"version":"3.49.0"},"reference-count":6,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T00:00:00Z","timestamp":1769817600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T00:00:00Z","timestamp":1769817600000},"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":["Front. Comput. Sci."],"published-print":{"date-parts":[[2026,3]]},"DOI":"10.1007\/s11704-025-51690-5","type":"journal-article","created":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T03:09:27Z","timestamp":1769828967000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["MedFuse: a multi-source data fusion framework for diabetic retinopathy lesion segmentation"],"prefix":"10.1007","volume":"20","author":[{"given":"Jiantong","family":"Du","sequence":"first","affiliation":[]},{"given":"Yan","family":"Li","sequence":"additional","affiliation":[]},{"given":"Yawen","family":"Li","sequence":"additional","affiliation":[]},{"given":"Liwen","family":"Liao","sequence":"additional","affiliation":[]},{"given":"Zhihao","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Guanhua","family":"Ye","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,1,31]]},"reference":[{"issue":"8","key":"51690_CR1","doi-asserted-by":"publisher","first-page":"198917","DOI":"10.1007\/s11704-024-41114-1","volume":"19","author":"F Guo","year":"2025","unstructured":"Guo F, Yang S, Ge R, Li W, Lu A, Feng R, Fang W, Jin Q. RetinaDA: a diverse dataset for domain adaptation in retinal vessel segmentation. Frontiers of Computer Science, 2025, 19(8): 198917","journal-title":"Frontiers of Computer Science"},{"key":"51690_CR2","first-page":"19224","volume-title":"Proceedings of the 39th AAAI Conference on Artificial Intelligence","author":"X Luo","year":"2025","unstructured":"Luo X, Xu Q, Wu H, Liu C, Lai Z, Shen L. Like an ophthalmologist: dynamic selection driven multi-view learning for diabetic retinopathy grading. In: Proceedings of the 39th AAAI Conference on Artificial Intelligence. 2025, 19224\u201319232"},{"key":"51690_CR3","first-page":"3277","volume-title":"Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society","author":"Q Yang","year":"2021","unstructured":"Yang Q, Ma B, Cui H, Ma J. AMF-NET: attention-aware multi-scale fusion network for retinal vessel segmentation. In: Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society. 2021, 3277\u20133280"},{"key":"51690_CR4","first-page":"1038","volume-title":"Proceedings of the 33rd International Joint Conference on Artificial Intelligence","author":"X Li","year":"2024","unstructured":"Li X, Wu X. WSRFNet: wavelet-based scale-specific recurrent feedback network for diabetic retinopathy lesion segmentation. In: Proceedings of the 33rd International Joint Conference on Artificial Intelligence. 2024, 1038\u20131046"},{"key":"51690_CR5","first-page":"10012","volume-title":"Proceedings of 2021 IEEE\/CVF International Conference on Computer Vision","author":"Z Liu","year":"2021","unstructured":"Liu Z, Lin Y, Cao Y, Hu H, Wei Y, Zhang Z, Lin S, Guo B. Swin transformer: hierarchical vision transformer using shifted windows. In: Proceedings of 2021 IEEE\/CVF International Conference on Computer Vision. 2021, 10012\u201310022"},{"key":"51690_CR6","volume-title":"MMSegmentation: OpenMMLab semantic segmentation toolbox and benchmark","author":"MMSegmentation Contributors","year":"2020","unstructured":"MMSegmentation Contributors. MMSegmentation: OpenMMLab semantic segmentation toolbox and benchmark. See gitee.com\/deadkany\/mmsegmentation website, 2020"}],"container-title":["Frontiers of Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11704-025-51690-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11704-025-51690-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11704-025-51690-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T03:09:29Z","timestamp":1769828969000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11704-025-51690-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,31]]},"references-count":6,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2026,3]]}},"alternative-id":["51690"],"URL":"https:\/\/doi.org\/10.1007\/s11704-025-51690-5","relation":{},"ISSN":["2095-2228","2095-2236"],"issn-type":[{"value":"2095-2228","type":"print"},{"value":"2095-2236","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,31]]},"assertion":[{"value":"15 October 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 December 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 January 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare that they have no competing interests or financial conflicts to disclose.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"2003625"}}