部门：	信息与通信工程系
姓名：	高源
邮箱：	yuangaoeis@whu.edu.cn
性别：	男
职称：	副教授
学历学位：	博士
导师类型：	博导/硕导
办公电话：
通信地址：
邮政编码：
主要经历：
学习经历：	2005.09 - 2009.06，华中科技大学，生物医学工程，学士 2009.09 - 2012.03，华中科技大学，模式识别与智能系统，硕士 2012.09 - 2016.10，香港城市大学，电子工程，博士 2015.04 - 2015.11，加州大学洛杉矶分校（UCLA），统计系，访问研究员（Visiting Graduate Researcher）
任职经历：	2016.02 - 2016.04，香港城市大学，副研究员（Research Associate）  2017.01 - 2020.09，腾讯AI Lab，高级研究员 2020.09 - 2022.10，拼多多，算法专家 2022.12至今，武汉大学，副教授
主讲课程：
本科生课程：
研究生课程：
科学研究：
主要研究方向：	计算机视觉、机器学习、模式识别、医学图像处理等
主要科研课题及项目：	1. 国家自然科学基金（青年项目），2024 - 2026 2. 湖北省自然科学基金，2023 - 2025 3. 湖北省武汉市曙光计划项目，2023 - 2025
主要论文及著作：	发表论文近30篇，其中近20篇发表在Nature Communications, IJCV, CVPR, ECCV, AAAI, IJCAI, IEEE TIP, PR等领域权威期刊或会议上。 发表论文中有2篇入选ESI高被引论文，1篇入选ESI热点论文。 Google Scholar引用量超过2000次，详见：https://scholar.google.com.hk/citations?user=AAPYLWwAAAAJ&hl=en [26] Xupeng Shi, Pengfei Zheng, A Adam Ding, Yuan Gao, and Weizhong Zhang. “Finding Dynamics Preserving Adversarial Winning Tickets”. in The 25th International Conference on Artificial Intelligence and Statistics (AISTATS), 2022. [25] Moran Li*, Yuan Gao*, and Nong Sang. “Exploiting Learnable Joint Groups for Hand Pose Estimation”. in AAAI Conference on Artificial Intelligence (AAAI), 2021. (CCF A类会议) [24] Yuan Gao, Haoping Bai, Zequn Jie, Jiayi Ma, Kui Jia, and Wei Liu. “MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning”. in Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2020. (CCF A类会议) [23] Wei Zeng, Mingbo Zhao, Yuan Gao, and Zhao Zhang. “TileGAN: Category-oriented Attention-based Highquality Tiled Clothes Generation from Dressed Person”. Neural Computing and Applications, 2020. (中科院二区，IF = 5.102) [22] Yuan Gao, and Alan L. Yuille. “Estimation of 3D Category-Specific Object Structure: Symmetry, Manhattan and/or Multiple Images”. International Journal of Computer Vision (IJCV), 2019. (中科院一区，CCF A类期刊，IF = 13.369) [21] Yuan Gao, Jiayi Ma, Mingbo Zhao, Wei Liu, and Alan L. Yuille. “NDDR-CNN: Layerwise Feature Sharing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction”. in Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019. (CCF A类会议) [20] Xiao Yang, Wenhan Luo, Linchao Bao, Yuan Gao, Dihong Gong, Shibao Zheng, Zhifeng Li, and Wei Liu. “Face Anti-Spoofing: Model Matters, So Does Data”. in Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019. (CCF A类会议) [19] Jiayi Ma, Xingyu Jiang, Junjun Jiang, Yuan Gao#. “Feature-guided Gaussian Mixture Model for Image Matching”. Pattern Recognition, 2019. (中科院一区，CCF B类期刊，IF = 8.518) [18] Panpan Hou, Jingyi Shi, Kelli McFarland White, Yuan Gao, and Jianmin Cui. “ML277 specifically enhances the fully activated open state of KCNQ1 by modulating VSD-pore coupling”. eLife 8:e48576, 2019. （中科院一区，IF = 8.713） [17] Qi She, Yuan Gao, Kai Xu, and Rosa H.M. Chan. “Reduced-Rank Linear Dynamical System”. AAAI Conference on Artificial Intelligence (AAAI), 2018. (CCF A类会议) [16] Yuan Gao, Jiayi Ma, and Alan L. Yuille. “Semi-Supervised Sparse Representation Based Classification for Face Recognition with Insufficient Labeled Samples”. IEEE Transactions on Image Processing (IEEE TIP), vol.26, no.5, pp.1-16, 2017. (中科院一区，CCF A类期刊，IF = 11.041，ESI Highly Cited Paper) [15] Yuan Gao, and Alan L. Yuille. “Exploiting Symmetry and/or Manhattan Properties for 3D Object Structure Estimation from Single and Multiple Images”. in Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2017. (CCF A类会议) [14] Panpan Hou, Jodene Eldstrom, Mark Zaydman, Jingyi Shi, Ling Zhong, Kelli McFarland, Yuan Gao, David Fedida, and Jianmin Cui. “The Transitions between Two Open States of the KCNQ1 Potassium Channel Produce Inactivation-like Phenotype”. Nature Communications, 2017. (中科院一区，IF = 12.353) [13] Jiayi Ma, Ji Zhao, Hanqi Guo, Junjun Jiang, Huabing Zhou, and Yuan Gao. “Locality Preserving Matching”. International Joint Conference on Artificial Intelligence (IJCAI), 2017. (CCF A类会议) [12] Yuan Gao, and Alan L. Yuille. “Symmetric Non-Rigid Structure from Motion for Category-Specific Object Structure Estimation”. in Proceedings of European Conference on Computer Vision (ECCV), 2016. (CCF B类会议) [11] Yuan Gao, Gaonan Zhang, Beth Jelfs, Robert Carmer, Prahatha Venkatraman, Mohammad Ghadami, Skye A Brown, Chi Pui Pang, Yuk Fai Leung, Rosa H.M. Chan, and Mingzhi Zhang. “Computational classification of different wild-type zebrafish strains based on their variation in light-induced locomotor response”. Computers in Biology and Medicine, vol.69, pp.1–9, 2016. (中科院一区，IF = 6.698) [10] Jiayi Ma, Junjun Jiang, Yuan Gao, Jun Chen, and Chengyin Liu, “Robust Image Matching Via Feature Guided Gaussian Mixture Model”. in Proceedings of IEEE International Conference on Multimedia and Expo (ICME), 2016. (CCF B类会议，Oral Presentation) [9] Chang Li, Yong Ma, Yuan Gao, Zhongyuan Wang, Jiayi Ma, “Sparse Unmixing of Hyperspectral Data based on Robust Linear Mixing Model”. in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), 2016. [8] Jiayi Ma, Huabing Zhou, Ji Zhao, Yuan Gao, Junjun Jiang, and Jinwen Tian, “Robust feature matching for remote sensing image registration via locally linear transforming”. in IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), vol.53, no.12, pp.6469-6481, 2015. (中科院一区，IF = 8.125，ESI Hot Paper & ESI Highly Cited Paper) [7] Yimin Chen, Wu Qiu, Jessica Kishimoto, Yuan Gao, Rosa H.M. Chan, Sandrine de Ribaupierre, Aaron Fenster, and Bernard Chiu. “A framework for quantification and visualization of segmentation accuracy and variability in 3D lateral ventricle ultrasound images of preterm neonates”. Medical Physics 42(6387), 2015. [6] Yuan Gao, Guanrong Chen, and Rosa H.M. Chan. “Naming Game on Networks: Let Everyone be Both Speaker and Hearer”. Scientific Reports 4: 6149, 2014. [5] Yuan Gao, Rosa H.M. Chan, Tommy W.S. Chow, Liyun Zhang, Sylvia Bonilla, Chi-Pui Pang, Mingzhi Zhang, and Yuk Fai Leung. “A high-throughput zebrafish screening method for visual mutants by light-induced locomotor response”. IEEE/ACM Transactions on Computation Biology and Bioinformatics (TCBB) 11(4): 1192-1196, 2014. [4] Yuan Gao, Jiayi Ma, Ji Zhao Jinwen Tian, and Dazhi Zhang. “A robust and outlier-adaptive method for non-rigid point registration”. Pattern Analysis and Applications 17(2): 379-388, 2014. [3] Wenjuan Jiang, Yuan Gao, Jiayi Ma et al. “Terrain Reconstruction Algorithm Based on Epipolar Line Rectification and Dense Matching”. In Proc. of 7th SPIE Int. Conf. on Multi-spectral Image Processing and Pattern Recognition, 2011. [2] Yi Yang, Yuan Gao, Haitao Li, Yanshun Han. “An Algorithm for Remote Sensing Image Mosaic Based on Valid Area”. In Proc. of Int. Symposium on Image and Data Fusion, 2011. [1] Yuan Gao, Jiayi Ma, Wenjuan Jiang, Jinwen Tian. “Obstacle detection by ground homograph estimation during autonomous navigation”. In Proc. of 7th SPIE Int. Conf. on Multi-spectral Image Processing and Pattern Recognition, 2011.
其它：
获奖情况：
主要社会及学术兼职：	长期作为以下权威期刊/会议的程序委员会成员/审稿人： 会议： CVPR, ICCV, ECCV, ICML, NeurIPS, ICLR, AAAI, IJCAI, UAI, AISTATS等 期刊： IJCV, IEEE TIP, IEEE TIFS, IEEE TNNLS, IEEE TFS, IEEE, TSMC-S, IEEE TCSVT, PR, Inf. Sci.等
所带研究生情况：	欢迎报考2024级硕士研究生的同学与我联系。 For undergraduate students from WHU who are interested in doing Machine Learning and Computer Vision researches with me, you are also welcome to drop me an email. 课题组与约翰霍普金斯大学的Alan Yuille教授（IEEE Fellow，Deeplab作者），以及腾讯、拼多多等国际知名学者与研究机构保持紧密合作，欢迎感兴趣的同学加入。 曾与我工作过的实习生： 梅杰儒（PhD student at Johns Hopkins University） 白昊平（Master student at CMU, now at Apple） 李默然（Master student at HUST, now at Tencent） 杨啸（Master student at SJTU, now PhD student at Tsinghua）