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Multimodal structure-guided diffusion model for Magnetic Particle Imaging reconstructio
Author: Shi, Gen; Zou, Wenxuan; He, Jie; Lei, Siao; Liu, Zining; Zhang, Hui; Tian, Jie
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 112, Issue , pp. -. DOI: 10.1016/j.media.2026.104086
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Advancing radiograph representation learning via cascading graph alignment for vision-language clinical concept
Author: Dang, Xilin; Li, Kang; Heng, Pheng Ann
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 112, Issue , pp. -. DOI: 10.1016/j.media.2026.104064
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Geo-Mamba: Geometry-informed state-space learning of functional brain organizatio
Author: Cao, Yuwei; Dan, Tingting; Yang, Yang; Wu, Guorong
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 112, Issue , pp. -. DOI: 10.1016/j.media.2026.104081
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Explicable intensity-aware 3D cerebrovascular segmentation with planar representatio
Author: Chen, Cheng; Chen, Yunqing; Ning, Huansheng; Li, Heng; Liu, Jiang; Xiao, Ruoxiu
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 111, Issue , pp. -. DOI: 10.1016/j.media.2026.104032
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PASS-Tr: PAtch-wise swin slice attention to leverage generalization of 2D large vision model to universal lesion detectio
Author: Li, Han; Liu, Jingsong; Huang, Zhen; Li, Zhicheng; Ma, Xun; Schuffler, Peter; Navab, Nassir; Zhou, S. Kevin
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 111, Issue , pp. -. DOI: 10.1016/j.media.2026.104036
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Clinical priors-inspired privileged knowledge distillation for reliable pancreatic lesion classificatio
Author: Han, Qiaoyu; Yang, Gang; Zhang, Lei; Hu, Xiangpeng; Gan, Huizhong; Chen, Xun; Liu, Aiping; Yu, Yue
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 111, Issue , pp. -. DOI: 10.1016/j.media.2026.104041
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ViFIT-assisted histopathology: From H&E style standardization to virtual fiber image transformatio
Author: Wang, Shu; Zhang, Xiao; Wang, Xingfu; Lv, Chenyong; Han, Xiahui; Lin, Xiong; Kang, Deyong; Lin, Ruolan; Hu, Liwen; Tu, Haohua; Huang, Feng; Liu, Wenxi; Chen, Jianxin
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 111, Issue , pp. -. DOI: 10.1016/j.media.2026.104051
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MOTDNet: Multi organ task decoupling network for cell segmentatio
Author: Yang, Jinlin; Pang, Xintao; Lin, Chuan; Tan, Tao
Journal: MEDICAL IMAGE ANALYSIS. 2026; Vol. 111, Issue , pp. -. DOI: 10.1016/j.media.2026.104045
