{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T07:11:58Z","timestamp":1771657918872,"version":"3.50.1"},"reference-count":45,"publisher":"Zhejiang University Press","issue":"11","license":[{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"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 Inform Technol Electron Eng"],"published-print":{"date-parts":[[2025,11]]},"DOI":"10.1631\/fitee.2500304","type":"journal-article","created":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T10:12:54Z","timestamp":1765534374000},"page":"2143-2158","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Parallel prototype filter and feature refinement for few-shot medical image segmentation"],"prefix":"10.1631","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-6262-4660","authenticated-orcid":false,"given":"Haoxiang","family":"Zhu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9247-8495","authenticated-orcid":false,"given":"Houjin","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanfeng","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jia","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziwei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiaxin","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"635","published-online":{"date-parts":[[2025,12,12]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/116873.116880"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0298227"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2024.106876"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2024.3358295"},{"key":"ref5","first-page":"1","article-title":"Few-shot semantic segmentation with prototype learning","author":"Dong","year":"2018","journal-title":"Proc British Machine Vision Conf"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2012.2205687"},{"issue":"4","key":"ref7","first-page":"555","article-title":"Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning","volume-title":"Nat Biotechnol","volume":"40","author":"Greenwald","year":"2021"},{"key":"ref8","author":"Gu","year":"2023","journal-title":"Mamba: linear-time sequence modeling with selective state spaces"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2019.101587"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102385"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32245-8_16"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52729.2023.00300"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/bibm58861.2023.10385286"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680558"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2024.3459943"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-020-01008-z"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2020.101950"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/icassp48485.2024.10448512"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43895-0_22"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72114-4_59"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/iccv48922.2021.00986"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr.2015.7298965"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i10.17066"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102517"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2021.102035"},{"key":"ref26","volume-title":"U-Mamba: enhancing long-range dependency for biomedical image segmentation","author":"Ma","year":"2024"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2010.2064333"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58526-6_45"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2024.109273"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2022.102374"},{"key":"ref31","first-page":"390","article-title":"Weakly supervised deep nuclei segmentation using points annotation in his-topathology images","author":"Qu","year":"2019","journal-title":"Proc 2nd Int Conf on Medical Imaging with Deep Learning"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-47724-9_40"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/tim.2024.3411136"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52688.2022.02007"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2024.127990"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/tim.2022.3189637"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/iccv.2019.00929"},{"key":"ref38","volume-title":"Support-query prototype fusion network for few-shot medical image segmentation","author":"Wu","year":"2024"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.34133\/2022\/9842349"},{"key":"ref40","first-page":"1","article-title":"Few-shot segmentation via cycle-consistent Transformer","author":"Zhang","year":"2021","journal-title":"Proc 34th Annual Conf on Neural Information Processing Systems"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2024.3412420"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-00889-5_1"},{"key":"ref43","first-page":"1","article-title":"Vision Mamba: efficient visual representation learning with bidirectional state space model","author":"Zhu","year":"2024","journal-title":"Proc 41st Int Conf on Machine Learning"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43901-8_26"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2018.2869576"}],"container-title":["Frontiers of Information Technology & Electronic Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500304.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1631\/FITEE.2500304","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2500304.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T06:42:06Z","timestamp":1771656126000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1631\/FITEE.2500304"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11]]},"references-count":45,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2025,11]]}},"alternative-id":["2132"],"URL":"https:\/\/doi.org\/10.1631\/fitee.2500304","relation":{},"ISSN":["2095-9184","2095-9230"],"issn-type":[{"value":"2095-9184","type":"print"},{"value":"2095-9230","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11]]},"assertion":[{"value":"11 May 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 September 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 December 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"All the authors declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}