| 2025 | MDPG: Multi-domain Diffusion Prior Guidance for MRI Reconstruction. | Lingtong Zhang, Mengdie Song, Xiaohan Hao, Huayu Mai, Bensheng Qiu |
| 2025 | Surface-Based Multi-axis Longitudinal Disentanglement Using Contrastive Learning for Alzheimer's Disease. | Jianwei Zhang, Yonggang Shi |
| 2025 | Non-salient Object Segmentation in Medical Images via Pre-trained Multi-granularity Masked Autoencoders. | Bin Zhang, Dongsheng Ruan, Ronghui Qi, Chenchu Xu, Yanping Zhang, Chengjin Yu, Lei Xu, Rui Wang |
| 2025 | Multi-agent Reasoning for Cardiovascular Imaging Phenotype Analysis. | Weitong Zhang, Mengyun Qiao, Chengqi Zang, Steven A. Niederer, Paul M. Matthews, Wenjia Bai, Bernhard Kainz |
| 2025 | Knowledge Bridges the Intent Gap: Contextual Fusion in Medical Fine-Grained Segmentation. | Hengyuan Zhang, Peng Qiao, Wenyu Li, Yan Jia, Yong Dou |
| 2025 | Unsupervised Brain Tumor Segmentation via Bi-Level Optimization Guided by Radiological Reports. | Peng Zhang, Haowen Pang, Xinru Zhang, Xin Gao, Chenghao Liu, Xiaoming Hong, Runze Jiang, Yaou Liu, Chuyang Ye |
| 2025 | EHU-Mamba2: Enhanced U-Mamba for Multi-center Cardiac MR Segmentation with Dynamic Alignment and Adaptive Upsampling. | Xiaoning Zhang, Yanjun Peng, Zengmin Zhang |
| 2025 | Omni-Fusion of Spatial and Spectral for Hyperspectral Image Segmentation. | Qing Zhang, Guoquan Pei, Yan Wang |
| 2025 | UWT-Net: Mining Low-Frequency Feature Information for Medical Image Segmentation. | Pengcheng Zhang, Xiaocao Ouyang, Ran Peng |
| 2025 | GPU Accelerated Modeling of Cortical Radial and Tangential Connectivity Changes in Neurodegeneration. | Hongbo Zhang, Xinyu Nie, Jiaxin Yue, Yuan Li, John M. Ringman, Yonggang Shi |
| 2025 | WeakSupCon: Weakly Supervised Contrastive Learning for Encoder Pre-training. | Bodong Zhang, Hamid Manoochehri, Xiwen Li, Beatrice S. Knudsen, Tolga Tasdizen |
| 2025 | BREA-Depth: Bronchoscopy Realistic Airway-Geometric Depth Estimation. | Francis Xiatian Zhang, Emile Mackute, Mohammadreza Kasaei, Kevin Dhaliwal, Robert R. Thomson, Mohsen Khadem |
| 2025 | Mask2Surface: Motion Correction and Super-Resolution for Cardiac Surface Reconstruction Using Latent Diffusion. | Zichen Zhang, Zhentao Liu, Zeng Zhang, Zhiming Cui |
| 2025 | Multi-Tube-Voltage vBMD Measurement via Dual-Branch Frequency Balancing and Asymmetric Channel Attention. | Mengze Zhang, Yali Li, HuiShu Yuan, Zhen Qian |
| 2025 | DiffAtlas: GenAI-Fying Atlas Segmentation via Image-Mask Diffusion. | Hantao Zhang, Yuhe Liu, Jiancheng Yang, Weidong Guo, Xinyuan Wang, Pascal Fua |
| 2025 | MvHo-IB: Multi-view Higher-Order Information Bottleneck for Brain Disorder Diagnosis. | Kunyu Zhang, Qiang Li, Shujian Yu |
| 2025 | Joint Task Network for Integrating Cognitive Scores and Image Feature in AD Diagnosis. | Yanteng Zhang, Songheng Li, Yi Wu, Chuanyi Zhang, Congyu Zou, Vince D. Calhoun |
| 2025 | AEM: Attention Entropy Maximization for Multiple Instance Learning Based Whole Slide Image Classification. | Yunlong Zhang, Honglin Li, Yuxuan Sun, Zhongyi Shui, Jingxiong Li, Chenglu Zhu, Lin Yang |
| 2025 | Multimodal Imputation of Imaging-Derived Phenotypes from Genomic and Blood-Based Biomarkers Enhances Common Disease Discovery. | Haoyang Zhang, Yan Li, Junhong Liu, Lizhen Lan, Zian Wang, Longyu Sun, Yuntong Lv, Shengxiao Yang, Qing Li, Mengting Sun, Yajing Zhang, Binghua Chen, Xionghui Zhou, Lianming Wu, Chengyan Wang |
| 2025 | Multi-view Graph Contrastive Learning with Dynamic Self-aware and Cross-Sample Topology Augmentation for Brain Disorder Diagnosis. | Hao Zhang, Xiaoyun Liu, Shuo Huang, Yonggui Yuan, Daoqiang Zhang, Li Zhang |
| 2025 | Cervical-RG: Automated Cervical Cancer Report Generation from 3D Multi-sequence MRI via CoT-Guided Hierarchical Experts. | Hanwen Zhang, Yu Long, Yimeng Fan, Yu Wang, Zhaoyi Zhan, Sen Wang, Yuncheng Jiang, Rui Sun, Zheng Xing, Zhen Li, Xiaohui Duan, Weibing Zhao |
| 2025 | BrainPrompt: Domain Adaptation with Prompt Learning for Multi-site Brain Network Analysis. | Liuzeng Zhang, Lanting Li, Peng Cao, Jinzhu Yang, Osmar R. Zaane |
| 2025 | Structure-Aware MRI Translation: Multi-modal Latent Diffusion Model with Arbitrary Missing Modalities. | Xinzhe Zhang, Junjie Liang, Peng Cao, Jinzhu Yang, Osmar R. Zaane |
| 2025 | DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion Model. | Han Zhang, Xiangde Luo, Yong Chen, Kang Li |
| 2025 | Graph Disentanglement Learning for fMRI Analysis: Decoupling Disease, Covariates, and Individual Variability. | Shengjie Zhang, Zhuangzhuang Jiang, Xin Shen, Ziqi Yu, Xiang Chen, Xiao-Yong Zhang, Yuan Zhou |