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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：2/0  |  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  
Consistency Conditioned Memory Augmented Dynamic Diagnosis Model for Medical Visual Question Answering 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2025, 卷号: 29, 期号: 2, 页码: 1357-1370
作者:  Yu, Ting;  Ge, Binhui;  Wang, Shuhui;  Yang, Yan;  Huang, Qingming;  Yu, Jun
收藏  |  浏览/下载：56/0  |  提交时间：2025/06/25
Medical diagnostic imaging  Visualization  Question answering (information retrieval)  Feature extraction  Semantics  Engines  Cognition  Accuracy  Predictive models  Electronic mail  Clinical decisions  consistency  dynamic memory diagnosis  dynamic reasoning  medical assistance  medical visual question answering  
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：37/0  |  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  
Intelligent imaging technology applications in multidisciplinary hospitals 期刊论文
CHINESE MEDICAL JOURNAL, 2024, 卷号: 137, 期号: 24, 页码: 3083-3092
作者:  Fan, Ke;  Yang, Lei;  Ren, Fei;  Zhang, Xueyuan;  Liu, Bo;  Zhao, Ze;  Gu, Jianwen
收藏  |  浏览/下载：38/0  |  提交时间：2025/06/25
Intelligent imaging technology  Artificial intelligence  Medical imaging  Machine learning  Deep learning  Cardiology  Neurology  Oncology  
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  
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives 期刊论文
MEDICAL IMAGE ANALYSIS, 2023, 卷号: 85, 页码: 38
作者:  Li, Jun;  Chen, Junyu;  Tang, Yucheng;  Wang, Ce;  Landman, Bennett A.;  Zhou, S. Kevin
收藏  |  浏览/下载：68/0  |  提交时间：2023/12/04
Transformer  Medical imaging  Survey  
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  
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：99/0  |  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  
Deep reinforcement learning in medical imaging: A literature review 期刊论文
MEDICAL IMAGE ANALYSIS, 2021, 卷号: 73, 页码: 20
作者:  Zhou, S. Kevin;  Le, Hoang Ngan;  Luu, Khoa;  Nguyen, Hien, V;  Ayache, Nicholas
收藏  |  浏览/下载：104/0  |  提交时间：2021/12/01
Deep reinforcement learning  Medical imaging  Survey