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Fusion Networks of CNN and Transformer with Channel Attention for Accurate Tumor Imaging in Magnetic Particle Imaging 期刊论文
BIOLOGY-BASEL, 2024, 卷号: 13, 期号: 1, 页码: 17
Authors:  Shang, Yaxin;  Liu, Jie;  Wang, Yueqi;  Bertrand, Helene
Adobe PDF(15462Kb)  |  Favorite  |  View/Download:77/10  |  Submit date:2024/03/26
magnetic particle imaging  convolutional neural network  transformer  tumor imaging  accurate quantification  
Spatial-Frequency Multi-Scale Transformer for Deblurring and Shape-Preserving Reconstruction in Magnetic Particle Imaging 期刊论文
IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2024, 卷号: 10, 页码: 196-207
Authors:  Shang, Yaxin;  Liu, Jie;  Liu, Yanjun;  Wang, Yueqi;  Shen, Yusong;  Wu, Xiangjun;  Zhang, Liwen;  Hui, Hui;  Tian, Jie
Favorite  |  View/Download:38/0  |  Submit date:2024/05/30
Feature extraction  Imaging  Image reconstruction  Image edge detection  Frequency-domain analysis  Image restoration  Transforms  Magnetic particle imaging  X-space  transformer  deblurring  shape-preserving  
An adaptive multi-frame parallel iterative method for accelerating real-time magnetic particle imaging reconstruction 期刊论文
PHYSICS IN MEDICINE AND BIOLOGY, 2023, 卷号: 68, 期号: 24, 页码: 16
Authors:  Shen, Yusong;  Zhang, Liwen;  Shang, Yaxin;  Jia, Guang;  Yin, Lin;  Zhang, Hui;  Tian, Jie;  Yang, Guanyu;  Hui, Hui
Favorite  |  View/Download:109/0  |  Submit date:2024/02/22
magnetic particle imaging  real-time reconstruction  parallel iterative method  parallel computation  
Magnetic particle imaging deblurring with dual contrastive learning and adversarial framework 期刊论文
COMPUTERS IN BIOLOGY AND MEDICINE, 2023, 卷号: 165, 页码: 11
Authors:  Zhang, Jiaxin;  Wei, Zechen;  Wu, Xiangjun;  Shang, Yaxin;  Tian, Jie;  Hui, Hui
Adobe PDF(6341Kb)  |  Favorite  |  View/Download:198/17  |  Submit date:2023/11/16
Magnetic particle imaging  Deblurring  Unpaired data  Contrastive learning  Adversarial framework  
PGNet: Projection generative network for sparse-view reconstruction of projection-based magnetic particle imaging 期刊论文
MEDICAL PHYSICS, 2022, 页码: 18
Authors:  Wu, Xiangjun;  He, Bingxi;  Gao, Pengli;  Zhang, Peng;  Shang, Yaxin;  Zhang, Liwen;  Zhong, Jing;  Jiang, Jingying;  Hui, Hui;  Tian, Jie
Favorite  |  View/Download:248/0  |  Submit date:2022/11/21
deep learning  field-free line  magnetic particle imaging  sparse view  
Deep learning for improving the spatial resolution of magnetic particle imaging 期刊论文
PHYSICS IN MEDICINE AND BIOLOGY, 2022, 卷号: 67, 期号: 12, 页码: 14
Authors:  Shang, Yaxin;  Liu, Jie;  Zhang, Liwen;  Wu, Xiangjun;  Zhang, Peng;  Yin, Lin;  Hui, Hui;  Tian, Jie
Favorite  |  View/Download:281/0  |  Submit date:2022/07/25
deep learning  magnetic particle imaging  spatial resolution  superparamagnetic iron oxide nanoparticles