{"title":"Large-Scale Multimodality via Dual-Path Cooperative Feature Fusion Strategy for Medical Image Segmentation","authors":"Dayu Tan, Xingcheng Wang, Yansen Su, Junfeng Xia, Chunhou Zheng, Weimin Zhong","doi":"10.1109/tmi.2026.3667954","DOIUrl":"https://doi.org/10.1109/tmi.2026.3667954","url":null,"abstract":"","PeriodicalId":13418,"journal":{"name":"IEEE Transactions on Medical Imaging","volume":"17 1","pages":""},"PeriodicalIF":10.6,"publicationDate":"2026-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147287395","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-24DOI: 10.1109/tmi.2026.3667605
Junjie Shi, Zhaobin Sun, Li Yu, Xin Yang, Zengqiang Yan
{"title":"Addressing Imbalanced Modal Incompleteness in Realistic Multi-Modal Medical Image Segmentation via Hierarchical Gradient Alignment","authors":"Junjie Shi, Zhaobin Sun, Li Yu, Xin Yang, Zengqiang Yan","doi":"10.1109/tmi.2026.3667605","DOIUrl":"https://doi.org/10.1109/tmi.2026.3667605","url":null,"abstract":"","PeriodicalId":13418,"journal":{"name":"IEEE Transactions on Medical Imaging","volume":"45 1","pages":""},"PeriodicalIF":10.6,"publicationDate":"2026-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147278554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-24DOI: 10.1109/tmi.2026.3667706
Xu Yin, John Q. Gan, Haixian Wang
{"title":"Cogformer: A unified multi-scale brain representation for visual decoding and reconstruction from fMRI","authors":"Xu Yin, John Q. Gan, Haixian Wang","doi":"10.1109/tmi.2026.3667706","DOIUrl":"https://doi.org/10.1109/tmi.2026.3667706","url":null,"abstract":"","PeriodicalId":13418,"journal":{"name":"IEEE Transactions on Medical Imaging","volume":"128 1","pages":""},"PeriodicalIF":10.6,"publicationDate":"2026-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147278556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-16DOI: 10.1109/tmi.2026.3664940
Wenjing Lu, Yi Hong, Yang Yang
{"title":"Harmonizing Generalization and Specialization: Uncertainty-Informed Collaborative Learning for Semi-supervised Medical Image Segmentation","authors":"Wenjing Lu, Yi Hong, Yang Yang","doi":"10.1109/tmi.2026.3664940","DOIUrl":"https://doi.org/10.1109/tmi.2026.3664940","url":null,"abstract":"","PeriodicalId":13418,"journal":{"name":"IEEE Transactions on Medical Imaging","volume":"122 1","pages":""},"PeriodicalIF":10.6,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146204945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}