个人简介
上海交通大学电子信息与电气工程学院仪器科学与工程系,目前任副教授、博士生导师。2006年博士毕业于新加坡南洋理工大学信息技术系;于2007-2008年在新加坡南洋理工大学从事博士后研究;2008年8月至今在上海交通大学仪器科学与工程系。并于2011-2012年在美国北卡罗来纳大学教堂山分校放射系沈定刚教授实验室访学一年。
研究领域
近十多年一直从事人工智能和图像识别领域的关键技术研究,包括多模态医学影像智能计算和分析及疾病诊断、机器学习和人工智能、指纹识别、图像检索、机器视觉检测等关键技术研究。
近期论文
查看导师新发文章
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[1] Ruoxuan Cui and Manhua Liu*, “RNN-based Longitudinal Analysis for Diagnosis of Alzheimer’s Disease”, Computerized Medical Imaging and Graphics, Vol. 73, April 2019, Pages 1-10. [2] Ruoxuan Cui and Manhua Liu*, “Hippocampus Analysis by Combination of 3D DenseNet and Shapes for Alzheimer’s Disease Diagnosis”, IEEE Journal of Biomedical and Health Informatics, 2018 [3] Fan Li, and Manhua Liu*, “Alzheimer's Disease Diagnosis Based on Multiple Cluster Dense Convolutional Networks”, Computerized Medical Imaging and Graphics, Vol. 70, Dec. 2018, Pages 101-110. [4] Manhua Liu*, Danni Cheng, and Weiwu Yan, “Classi?cation of Alzheimer’s Disease by Combination of Convolutional and Recurrent Neural Networks Using FDG-PET images”, Frontiers in Neuroinformatics, Vol.12, Issue.35, Jun 19, 2018. [5] Manhua Liu*, Danni Cheng, Kundong Wang, Yaping Wang*, "Multi-Modality Cascaded Convolutional Neural Networks for Alzheimer's Disease Diagnosis", Neuroinformatics, 16(3), 295-308, 2018. [6] Weiwu Yan, J. Li, Manhua Liu*, X. Bai, H. Shao, “Data-Based Multiple Criteria Decision-Making Model and Visualized Monitoring of Urban Drinking Water Quality”, Soft Computing, 2017(2): 1-11, 2017. [7] Liu, Shuxin, Manhua Liu*, Yang, Zhongyuan, "Sparse Coding Based Orientation Estimation for Latent Fingerprints", Pattern Recognition, Vol. 67, pp.164–176, July 2017. [8] Manhua Liu*, Xiaoying Chen, Xiaoduan Wang,"Latent Fingerprint Enhancement via Multi-scale Patch Based Sparse Representation", IEEE Trans. on Information Forensics and Security, Volume 10, No.1, pp. 6-15, Jan. 2015. [9] Manhua Liu, Daoqiang Zhang, Dinggang Shen*, "Identifying Informative Imaging Biomarkers via Tree Structured Sparse Learning for AD Diagnosis", Neuroinformatics, Volume 12, Issue 3 (2014), Page 381-394, Dec. 2013. [10] Manhua Liu*, Shuxin Liu, Qijun Zhao, "Fingerprint Orientation Field Reconstruction by Weighted Discrete Cosine Transform", Information Sciences, Volume 268, 1 June 2014, Pages 65–77. [11] Manhua Liu, D. Zhang, D. Shen*, "Hierarchical Fusion of Features and Classifier Decisions for Alzheimer's Disease Diagnosis", Human Brain Mapping, 35(4):1305-19 April. 2014. [12] Manhua Liu, D. Zhang, D. Shen and The Alzheimer's Disease Neuroimaging Initiative, “Ensemble sparse classification of Alzheimer's disease”, Neuroimage, 60(2):1106-1116, January, 2012. [13] Manhua Liu*, Pew-Thian Yap, “Invariant Representation of Orientation Fields for Fingerprint Indexing”, Pattern Recognition, Vol. 45, Issue 7, pp. 2532-2542, July 2012. [14] Manhua Liu*, “Fingerprint Classification Based on Adaboost Learning from Singularity Features”, Pattern Recognition, Vol. 43, No. 3, pp. 1062-1070, March 2010. [15] Manhua Liu*, Xudong Jiang and Alex C. Kot, “A Multi-Prototype Clustering Algorithm”, Pattern Recognition, Vol. 42, No. 5, pp. 689-698, May 2009. [16] Manhua Liu*, Xudong Jiang and Alex C. Kot, “Efficient Fingerprint Search Based on Database Clustering”, Pattern Recognition, Vol. 40, No. 6, pp. 1793-1803, June 2007.