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Unified Multi-Modal Image Synthesis for Missing Modality Imputation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 4-18
作者:  Zhang, Yue;  Peng, Chengtao;  Wang, Qiuli;  Song, Dan;  Li, Kaiyan;  Zhou, S. Kevin
收藏  |  浏览/下载：4/0  |  提交时间：2025/06/25
Image synthesis  Imputation  Medical diagnostic imaging  Task analysis  Streams  Training  Feature extraction  Medical image synthesis  multi-modal images  data imputation  
Adaptive Dual-Axis Style-Based Recalibration Network With Class-Wise Statistics Loss for Imbalanced Medical Image Classification 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 2081-2096
作者:  Zhang, Xiaoqing;  Xiao, Zunjie;  Ma, Jingzhe;  Wu, Xiao;  Zhao, Jilu;  Zhang, Shuai;  Li, Runzhi;  Pan, Yi;  Liu, Jiang
收藏  |  浏览/下载：4/0  |  提交时间：2025/06/25
Imbalanced medical image classification  dual-axis style-based recalibration  imbalanced learning  class-wise statistics loss  confidence calibration  Imbalanced medical image classification  dual-axis style-based recalibration  imbalanced learning  class-wise statistics loss  confidence calibration  
VSR-Net: Vessel-Like Structure Rehabilitation Network With Graph Clustering 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 1090-1105
作者:  Ye, Haili;  Zhang, Xiaoqing;  Hu, Yan;  Fu, Huazhu;  Liu, Jiang
收藏  |  浏览/下载：4/0  |  提交时间：2025/06/25
Image segmentation  Calibration  Morphology  Three-dimensional displays  Retinal vessels  Accuracy  Semantics  Refining  Predictive models  Merging  Vessel-like structure rehabilitation  medical image segmentation  graph convolutional network  calibration  
Medical image reconstruction with multi-level deep learning denoiser and tight frame regularization 期刊论文
APPLIED MATHEMATICS AND COMPUTATION, 2024, 卷号: 477, 页码: 19
作者:  Wu, Tingting;  Huang, Chaoyan;  Jia, Shilong;  Li, Wei;  Chan, Raymond;  Zeng, Tieyong;  Zhou, S. Kevin
收藏  |  浏览/下载：23/0  |  提交时间：2024/12/06
Medical image reconstruction  Multi-level wavelet convolutional neural  network  Tight frame  Proximal alternating minimization  Magnetic resonance imaging  Positron emission tomography  
Local Feature Matters: Cascade Multi-Scale MLP for Edge Segmentation of Medical Images 期刊论文
IEEE TRANSACTIONS ON NANOBIOSCIENCE, 2023, 卷号: 22, 期号: 4, 页码: 828-835
作者:  Lv, Jinkai;  Hu, Yuyong;  Fu, Quanshui;  Hu, Yuqiang;  Lv, Lin;  Yang, Guoqing;  Li, Jinpeng;  Zhao, Yi
收藏  |  浏览/下载：35/0  |  提交时间：2023/12/04
MLP  medical image segmentation  semantic segmentation  
LE-UDA: Label-Efficient Unsupervised Domain Adaptation for Medical Image Segmentation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 3, 页码: 633-646
作者:  Zhao, Ziyuan;  Zhou, Fangcheng;  Xu, Kaixin;  Zeng, Zeng;  Guan, Cuntai;  Zhou, S. Kevin
收藏  |  浏览/下载：34/0  |  提交时间：2023/12/04
Image segmentation  Adaptation models  Biomedical imaging  Annotations  Adversarial machine learning  Magnetic resonance imaging  Training  Unsupervised domain adaptation  medical image segmentation  cross-modality learning  semi-supervised learning  adversarial learning  
VoxSeP: semi-positive voxels assist self-supervised 3D medical segmentation 期刊论文
MULTIMEDIA SYSTEMS, 2022, 页码: 16
作者:  Yang, Zijie;  Xie, Lingxi;  Zhou, Wei;  Huo, Xinyue;  Wei, Longhui;  Lu, Jian;  Tian, Qi;  Tang, Sheng
收藏  |  浏览/下载：42/0  |  提交时间：2022/12/07
3D medical image segmentation  Contrastive learning  Self-supervised learning  Unsupervised learning  
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-Supervised Medical Image Segmentation 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2022, 卷号: 26, 期号: 7, 页码: 3174-3184
作者:  Xu, Zhe;  Wang, Yixin;  Lu, Donghuan;  Yu, Lequan;  Yan, Jiangpeng;  Luo, Jie;  Ma, Kai;  Zheng, Yefeng;  Tong, Raymond Kai-yu
收藏  |  浏览/下载：55/0  |  提交时间：2022/12/07
Image segmentation  Prototypes  Biomedical imaging  Perturbation methods  Reliability  Feature extraction  Training  Medical image segmentation  prototype learning  semi-supervised learning  
面向房颤分析的左心房分割方法综述 期刊论文
中国图象图形学报, 2022, 卷号: 27, 期号: 12, 页码: 3429
作者:  赵春艳;  吴清;  余太慧;  蔡兆熙;  沈君;  赵地;  郭士杰;  王元全
收藏  |  浏览/下载：26/0  |  提交时间：2024/05/20
atrial fibrillation (AF)  medical image  deep learning (DL)  left atrium segmentation  left atrium function  房颤(AF)  医学图像  深度学习(DL)  左心房分割  左心房功能  
A Review of Deep Learning in Medical Imaging: Imaging Traits, Technology Trends, Case Studies With Progress Highlights, and Future Promises 期刊论文
PROCEEDINGS OF THE IEEE, 2021, 卷号: 109, 期号: 5, 页码: 820-838
作者:  Zhou, S. Kevin;  Greenspan, Hayit;  Davatzikos, Christos;  Duncan, James S.;  Van Ginneken, Bram;  Madabhushi, Anant;  Prince, Jerry L.;  Rueckert, Daniel;  Summers, Ronald M.
收藏  |  浏览/下载：78/0  |  提交时间：2021/12/01
Imaging  Medical diagnostic imaging  Image segmentation  Diseases  Task analysis  Medical services  Computed tomography  Deep learning (DL)  medical imaging  survey