马佳义

部门: 通信工程系
姓名: 马佳义
邮箱: jiayima@whu.edu.cn
性别:
职称: 副教授
学历学位: 博士
导师类型: 博导/硕导
办公电话: 027-87209881
通信地址:
邮政编码: 430072
主要经历:
学习经历:

2004.9-2008.6,华中科技大学,信息与计算科学,学士
2008.9-2014.6,华中科技大学,控制科学与工程,博士
2012.9-2013.9,加州大学洛杉矶分校(UCLA),统计学,联合培养博士

任职经历:

2014.8-2015.11,武汉大学,信息与通信工程,博士后
2015.12至今,武汉大学,信息与通信工程,副教授(破格
2016.9至今,武汉大学,信息与通信工程,硕导
2017.9至今,武汉大学,信息与通信工程,博导

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、模式识别、图像处理、深度学习、红外成像、遥感信息处理

主要科研课题及项目:

主持或作为骨干成员参与了二十余项国家级或省部级科研项目,包括
2018.01-2021.12,国家自然科学基金面上项目,基于概率推理的图像特征匹配统一理论模型及其应用研究,63万,主持
2017.07-2018.06,军委科技委先进仿生系统主题,仿生跳跃机器人三维视觉感知技术研究,50万,主要参与者
2017.07-2019.06,军委科技委前沿创新计划,低慢小目标多波段实时融合探测技术,400万,主要参与者
2017.07-2018.06,军委科技委前沿创新计划,****尾迹多阵列红外探测,50万,主要参与者
2017.01-2018.12,智能机器人与系统高精尖创新中心开放基金,可见光/红外图像融合的智能机器人感知系统,15万,主持
2016.07-2019.06,“人才振兴计划”优秀人才培育项目,15万,主持
2016.07-2018.06,“十三五”装备预研领域基金,一种基于红外超光谱谱指纹检测的新型光电探测感知技术,50万,主要参与者
2016.07-2020.06,“十三五”装备预研共用技术,红外焦平面探测器-前置信号处理模块技术,260万,主要参与者
2016.06-2017.06,中国博士后科学基金会特别资助,图像特征匹配的导引混合模型与局部线性迁移约束研究,15万,主持
2016.01-2017.12,装备预研教育部联合基金,可见光/红外图像融合的目标搜索与智能识别侦查系统,100万,主持
2016.01-2018.12,国家自然科学基金青年科学基金,图像特征匹配的自适应渐进模型与局部线性迁移约束研究,25.8万,主持
2015.07-2016.06,863计划704主题,天基低轨远程空间碎片精确探测与识别方法研究,30万,主要参与者
2015.06-2016.08,中国博士后科学基金会面上资助(一等),自适应渐进特征匹配算法研究及应用,8万,主持
2014.07-2015.06,863计划704主题,在轨操控过程中**成像测量技术研究,80万,主要参与者
2014.07-2016.06,863计划701主题,**内波**探测技术,60万,主要参与者

主要论文及著作: CVPR、IJCAI、AAAI、ACM MM、IEEE TIP、IEEE TSP、IEEE TGRS、IEEE TCSVT、IEEE TCYB、IEEE TMM、PR、Inf Fus等重要国际学术会议和期刊上发表学术论文70余篇,其中SCI检索50余篇,9篇入选ESI热点&ESI高被引论文(即影响力排名本学科领域前0.1%的论文),被引用1200余次。部分论文包括:
1. Ji Zhao, Jiayi MaJinwen Tian, Jie Ma, and Dazhi Zhang. "A Robust Method for Vector Field Learning with Application to Mismatch Removing", in Proceedings of IEEE conference on Computer Vision and Pattern Recognition (CVPR), pp. 2977-2984, 2011.(CCF A类会议,计算机视觉与模式识别领域顶级会议)
2. Jiayi MaJi Zhao, Jinwen Tian, Zhuowen Tu, and Alan Yuille. "Robust Estimation of Nonrigid Transformation for Point Set Registration", in Proceedings of IEEE conference on Computer Vision and Pattern Recognition (CVPR), pp. 2147-2154, 2013.(CCF A类会议,计算机视觉与模式识别领域顶级会议)
3. Jiayi MaJi Zhao, Jinwen Tian, Xiang Bai, and Zhuowen Tu. "Regularized Vector Field Learning with Sparse Approximation for Mismatch Removal", Pattern Recognition, 46(12), pp. 3519-3532, 2013.(SCI,中科院二区,IF=4.582,入选ESI Hot Papers & ESI Highly Cited Papers
4. Jiayi Ma, Ji Zhao, Jinwen Tian, Alan Yuille, and Zhuowen Tu. "Robust Point Matching via Vector Field Consensus", IEEE Transactions on Image Processing, 23(4), pp. 1706-1721, 2014.(SCI,中科院二区,IF=4.828,入选ESI Hot Papers & ESI Highly Cited Papers
5. Xiaobai Liu, Qian Xu, Jiayi Ma, Hai Jin, and Yanduo Zhang. "MsLRR: A Unified Multiscale Low-Rank Representation for Image Segmentation", IEEE Transactions on Image Processing, 23(5), pp. 2159-2167, 2014.(SCI,中科院二区,IF=4.828)
6. 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", IEEE Transactions on Geoscience and Remote Sensing, 53(12), pp. 6469-6481, 2015. (SCI,中科院二区,IF=4.942,入选ESI Hot Papers & ESI Highly Cited Papers
7. Jiayi Ma, Weichao Qiu, Ji Zhao, Yong Ma, Alan L. Yuille, and Zhuowen Tu. "Robust L2E Estimation of Transformation for Non-Rigid Registration", IEEE Transactions on Signal Processing, 63(5), pp. 1115-1129, 2015.(SCI,中科院二区,IF=4.3,入选ESI Hot Papers & ESI Highly Cited Papers
8. Jiayi Ma, Ji Zhao, Yong Ma, and Jinwen Tian. "Non-rigid visible and infrared face registration via regularized Gaussian fields criterion", Pattern Recognition, 48(3), pp. 772-784, 2015.(SCI,中科院二区,IF=4.582,入选ESI Hot Papers & ESI Highly Cited Papers
9. Jiayi Ma, Ji Zhao, and Alan L. Yuille. "Non-Rigid Point Set Registration by Preserving Global and Local Structures", IEEE Transactions on Image Processing, 25(1), pp. 53-64, 2016.(SCI,中科院二区,IF=4.828,入选ESI Hot Papers & ESI Highly Cited Papers
10. Jiayi Ma, Chen Chen, Chang Li, and Jun Huang. "Infrared and visible image fusion via gradient transfer and total variation minimization", Information Fusion, 31, pp. 100-109, 2016.(SCI,中科院一区,IF=5.667,入选ESI Highly Cited Papers
11. Junjun Jiang, Ruimin Hu, Zhongyuan Wang, Zhen Han, and Jiayi Ma. "Facial Image Hallucination through Coupled-Layer Neighbor Embedding", IEEE Transactions on Circuits and Systems for Video Technology, 26(9), pp. 1674-1684, 2016.(SCI,中科院二区,IF=3.599,入选ESI Hot Papers & ESI Highly Cited Papers
12. Yansheng Li, Yongjun Zhang, Jin-Gang Yu, Yihua Tan, Jinwen Tian, and Jiayi Ma. "A novel spatio-temporal saliency approach for robust dim moving target detection from airborne infrared image sequences", Information Sciences, 369, pp. 548-563, 2016.(SCI,中科院二区,IF=4.832)
13. Junjun Jiang, Xiang Ma, Chen Chen, Tao Lu, Zhongyuan Wang, and Jiayi Ma. "Single Image Super-Resolution via Locally Regularized Anchored Neighborhood Regression and Nonlocal Means", IEEE Transactions on Multimedia, 19(1), pp. 15-26, 2017.(SCI,中科院二区,IF=3.509)
14. Junjun Jiang, Jiayi Ma*, Chen Chen, Xinwei Jiang, and Zheng Wang. "Noise Robust Face Image Super-resolution through Smooth Sparse Representation", IEEE Transactions on Cybernetics, 47(11), pp. 3991-4002, 2017.(通讯作者,SCI,中科院一区,IF=7.384)
15. Junjun Jiang, Chen Chen, Jiayi Ma*, Zheng Wang, Zhongyuan Wang, and Ruimin Hu. "SRLSP: A Face Image Super-Resolution Algorithm Using Smooth Regression with Local Structure Prior", IEEE Transactions on Multimedia, 19(1), pp. 27-40, 2017.(通讯作者,SCI,中科院二区,IF=3.509,入选ESI Highly Cited Papers
16. Yong Ma, Chang Li, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Robust Sparse Hyperspectral Unmixing with l2,1 Norm", IEEE Transactions on Geoscience and Remote Sensing, 55(3), pp. 1227-1239, 2017.(SCI,中科院二区,IF=4.942)
17. Jiayi Ma, Ji Zhao, Junjun Jiang, and Huabing Zhou. "Non-Rigid Point Set Registration with Robust Transformation Estimation under Manifold Regularization", in Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence (AAAI), pp. 4218-4224, 2017. (Oral,CCF A类会议,人工智能领域顶级会议)
18. 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, 26(5), pp. 2545-2560, 2017.(通讯作者,SCI,中科院二区,IF=4.828)
19. Jiayi Ma, Ji Zhao, Hanqi Guo, Junjun Jiang, Huabing Zhou, and Yuan Gao. "Locality Preserving Matching", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 4492-4498, 2017. (Oral,CCF A类会议,人工智能领域顶级会议)
20. Fan Fan, Yong Ma, Chang Li, Xiaoguang Mei, Jun Huang, and Jiayi Ma*. "Hyperspectral Image Denoising with Superpixel Segmentation and Low-Rank Representation", Information Sciences, 397, pp. 48-68, 2017.(通讯作者,SCI,中科院二区,IF=4.832)
21. Xiaojie Guo, Yu Li, and Jiayi Ma. "Mutually Guided Image Filtering", ACM Multimedia (MM), 2017. (Full Paper,CCF A类会议,多媒体顶级会议)
22. Zheng Wang, Ruimin Hu, Yi Yu, Junjun Jiang, Jiayi Ma, and Shin'Ichi Satoh. "Statistical Inference of Gaussian-Laplace Distribution for Person Verification", ACM Multimedia (MM), 2017. (Full Paper,CCF A类会议,多媒体顶级会议)
23. Jiayi Ma, Junjun Jiang, Chengyin Liu, and Yansheng Li. "Feature Guided Gaussian Mixture Model with Semi-Supervised EM and Local Geometric Constraint for Retinal Image Registration", Information Sciences, 417, pp. 128-142, 2017.(SCI,中科院二区,IF=4.832)
24. Yansheng Li, Yongjun Zhang, Xin Huang, Hu Zhu, and Jiayi Ma. "Large-Scale Remote Sensing Image Retrieval by Deep Hashing Neural Networks", IEEE Transactions on Geosciences and Remote Sensing, 2017, In press.(SCI,中科院二区,IF=4.942)
完整论文列表及下载链接请访问:http://www.escience.cn/people/jiayima/index.html
其它:
获奖情况:

2016.12,“视觉感知的图像高精准匹配的若干基础问题研究”获中国自动化学会自然科学奖二等奖
2016.1, 湖北省“楚天学子”
2015.12, 湖北省“优秀博士学位论文”
2015.10, 湖北省“科技创新源泉工程”创新创业人才
2015.9, 中国自动化学会“优秀博士学位论文”(全国10人)
2015.6, 中国人工智能学会“优秀博士学位论文”(全国8人)
2015.1, SCI期刊Infrared Physics & Technology 2014年度“最有价值审稿人”(most valued reviewer)
2015年以前, 国家留学基金、国家奖学金、华中科技大学优秀毕业生、三好学生、优秀学生干部、学习优秀奖学金、自强奖学金等

主要社会及学术兼职:

担任IEEE Access(SCI,中科院二区,IF=3.244)副主编;
下列学术期刊会议审稿人:
1. IEEE
Transactions on Cybernetics(SCI,中科院一区,IF=7.384)
Transactions on Signal Processing(SCI,中科院二区,IF=4.3)
Transactions on Image Processing(SCI,中科院二区,IF=4.828)
Transactions on Visualization and Computer Graphics(SCI,中科院二区,IF=2.84)
Transactions on Multimedia(SCI,中科院二区,IF=3.509)
J-STARS(SCI,中科院二区,IF=2.913)
Signal Processing Letters(SCI,中科院三区,IF=2.528)
Geoscience and Remote Sensing Letters(SCI,中科院三区,IF=2.761)
Access(SCI,中科院二区,IF=3.244)
2. Elsevier
Information Fusion(SCI,中科院一区,IF=5.667)
Pattern Recognition(SCI,中科院二区,IF=4.582)
Computational Statistics & Data Analysis(SCI,中科院二区,IF=1.693)
Neurocomputing(SCI,中科院二区,IF=3.317)
Computer Vision and Image Understanding(SCI,中科院三区,IF=2.498)
Pattern Recognition Letters(SCI,中科院三区,IF=1.995)
Infrared Physics & Technology(SCI,中科院三区,IF=1.713)
Computers and Electronics in Agriculture(SCI,中科院三区,IF=2.201)
3. Springer
International Journal of Computer Vision(SCI,中科院一区,IF=8.222)
Machine Vision and Application(SCI,中科院三区,IF=2.005)
Visual Computer(SCI,中科院三区,IF=1.468)
Soft Computing(SCI,中科院三区,IF=2.472)
Multimedia Tools and Applications(SCI,中科院三区,IF=1.53)
Signal, Image and Video Processing(SCI,中科院四区,IF=1.102)
4. Conference & Others
SIGGRAPH(CCF A类会议,计算机图形学领域顶级会议)
IROS(CCF C类会议,机器人领域顶级会议)
ICMR(CCF B类会议,多媒体领域高水平会议)
SDM(CCF B类会议,数据挖掘领域顶级会议)
Sensors(SCI,中科院二区,IF=2.033)
International Journal of Information Technology & Decision Making(SCI,中科院三区,IF=1.664)
Remote Sensing Letters(SCI,中科院三区,IF=1.532)
Journal of Electronic Imaging(SCI,中科院四区,IF=0.754)
Journal of Medical Imaging and Health Informatics(SCI,中科院四区,IF=0.621)
IET Image Processing(SCI,中科院四区,IF=1.044)

所带研究生情况: 个人网页:http://www.escience.cn/people/jiayima/index.html实验室网站:http://mvp.whu.edu.cn
欢迎有志青年报考我的研究生。满足以下条件者优先考虑:
具有较好数学基础者;
具有较好的编程能力者(Matlab、C/C++等);
有志科学研究,对算法研究兴趣浓厚者;
具有良好英语水平者(阅读和写作)。
有意报考硕/博士研究生的同学请提前通过电子邮箱(jiayima@whu.edu.cn)与我联系,进行初步面试。课题组将提供参加国内外学术会议、到国内外知名研究机构交流访问等多种机会。


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