管月
管月,博士🤟,意昂4体育平台助理研究員。管月博士分別於2013年及2018年在南京大學獲得學士和博士學位。博士畢業後進入意昂4平台進行博士後研究⛎,隨後加入意昂4平台擔任助理研究員至今。目前的研究方向包括快速高分辨率磁共振成像、深度學習及多模態腦影像智能分析與處理。在領域重要學術期刊如《IEEE Transactions on Medical Imaging》, 《Magnetic Resonance in Medicine》, 《Journal of Magnetic Resonance Imaging》等發表論文十余篇。研究工作獲得國際磁共振頂級會議ISMRM年度臨床科研領域的最高榮譽W. S. Moore Award,並多次獲得ISMRM Oral或Power Pitch展示🪕🏊🏻♀️。授權發明專利及軟件著作權多項。主持國家自然科學青年基金。
2009-2013 南京大學學士
2013-2018 南京大學博士
快速高分辨率磁共振成像,深度學習及多模態腦影像智能分析與處理
1. 國家自然基金青年項目🌉,融合深度學習與稀疏模型的超快速高分辨率人腦T1加權磁共振成像方法研究,2021/1-2023/12🪱,課題負責人
2. 意昂4平台醫工交叉青年項目,抗精神藥物個體化療效預測☑️,2024.1.1-2026.12.31,合作主持
3. 意昂4平台醫工交叉青年項目,基於多模態數據構建DBS幹預難治性強迫症的療效預測模型,2024.1.1-2026.12.31👨🏽🎨,合作主持
Selected paper
1. Guan Yue, Li Yudu, Ke Ziwen, Peng Xi, Liu Ruihao, Li Yao, Du P. Yiping, Liang Zhi-Pei. Learning-Assisted Fast Determination of Regularization Parameter in Constrained Image Reconstruction, IEEE Transactions on Biomedical Engineering, 2024.
2. Guan Yue, Li Y, Liu R, et al. Subspace Model-Assisted Deep Learning for Improved Image Reconstruction. IEEE Trans. Med. Imaging, 2023.
3. Guan Yue, Li Y, Liu R, et al. Model-Assisted Deep Learning-Based Reconstruction: Does the Model Help? Proc. Intl. Soc. Magn. Reson. Med., 2023. (ISMRM Oral,top5%)
4. Mao Yingfan, Wang Jincheng, Zhu Yong, Chen Jun, Mao Liang, Kong Weiwei, Qiu Yudong, Wu Xiaoyan*, Guan Yue*, He Jian*. Gd-EOB-DTPA-enhanced MRI radiomic features for predicting histological grade of hepatocellular carcinoma[J]. Hepatobiliary Surgery and Nutrition, 2022.
5. Lin Z, Meng Z, Wang T, Guo R, Zhao Y, Li Y, Bo B, Guan Yue, et al. Predicting the Onset of Ischemic Stroke with Fast High-Resolution 3D MR Spectroscopic Imaging[J]. Journal of Magnetic Resonance Imaging, 2022. (ISMRM W. S. Moore Award)
6. Li Yudu, Guan Yue, Zhao Yibo, Guo Rong, Li Yao, and Liang Zhi-Pei, Integrating subspace learning, manifold learning, and sparsity learning to reconstruct image sequences, Proc. Intl. Soc. Magn. Reson. Med., 2022. (ISMRM Magna Cum Laude Merit Award)
7. Guan Yue, Li Y, Liu R, Meng Z, et al. Image reconstruction with subspace-assisted deep learning. Proc. Intl. Soc. Magn. Reson. Med., 2022. (ISMRM Power Pitch)
8. Guan Yue, Li Yi, Peng X, et al. Learn to Better Regularize in Constrained Reconstruction. Proc. Intl. Soc. Magn. Reson. Med., 2021.
9. Guan Yue, Li Y, Meng Z, et al. Highly Accelerated MPRAGE Imaging of the Brain Incorporating Deep Learning Priors with Subject-Specific Novel Features. Proc. Intl. Soc. Magn. Reson. Med., 2020. (ISMRM Oral Power Pitch, 6% acceptance rate)
10. Zhou Q#, Guan Yue#, Mao L, et al. Modification and establishment of CT criteria in preoperative assessment of portal venous invasion by hilar cholangiocarcinoma[J]. HPB, 2018, 20(12):1163-1171.
11. Guan Yue, Li W, Jiang Z, et al. Whole-Lesion Apparent Diffusion Coefficient-Based Entropy-Related Parameters for Characterizing Cervical Cancers: Initial Findings[J]. Academic Radiology, 2016, 23(12): 1559-1567.
郵箱地址:guanyue@sjtu.edu.cn