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DyGLNet: Hybrid global-local feature fusion with dynamic upsampling for medical image segmentation 期刊论文
PATTERN RECOGNITION, 2026, 卷号: 173, 页码: 12
作者:  Zhao, Yican;  Wang, Ce;  Hao, You;  Li, Lei;  Liao, Tianli
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Medical image segmentation  Feature fusion  Dynamic upsampling  Multi-scale  
Region Uncertainty Estimation for Medical Image Segmentation With Noisy Labels 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 12, 页码: 5197-5207
作者:  Han, Kai;  Wang, Shuhui;  Chen, Jun;  Qian, Chengxuan;  Lyu, Chongwen;  Ma, Siqi;  Qiu, Chengjian;  Sheng, Victor S.;  Huang, Qingming;  Liu, Zhe
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Noise measurement  Training  Image segmentation  Annotations  Uncertainty  Estimation  Medical diagnostic imaging  Data models  Computational modeling  Noise  Medical image segmentation  noisy label learning  uncertainty estimation  pseudo label  
Efficient Medical Image Segmentation via Reinforcement Learning-Driven K-Space Sampling 期刊论文
IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2025, 页码: 14
作者:  Li, Yuqi;  Zeng, Hansheng;  Zhang, Fuyan;  Yang, Chuanguang;  Li, Yanli;  Ding, Weiping
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Magnetic resonance imaging  Image reconstruction  Image segmentation  Accuracy  Reinforcement learning  Pathology  Medical diagnostic imaging  Adaptation models  Measurement  Computational intelligence  k-space sampling  magnetic resonance imaging  reinforcement learning  
Deep self-cleansing for medical image segmentation with noisy labels 期刊论文
MEDICAL PHYSICS, 2025, 卷号: 52, 期号: 10, 页码: 17
作者:  Dong, Jiahua;  Zhang, Yue;  Wang, Qiuli;  Tong, Ruofeng;  Ying, Shihong;  Gong, Shaolin;  Zhang, Xuanpu;  Lin, Lanfen;  Chen, Yen-Wei;  Zhou, Shaohua Kevin
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
label self-cleansing  medical image segmentation  noisy labels  
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：36/0  |  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：40/0  |  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：31/0  |  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：62/0  |  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：64/0  |  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：68/0  |  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