马佳义，武汉大学电子信息学院教授、博导，中组部“青年拔尖人才支持计划”入选者。2008年6月和2014年6月分别于华中科技大学获得理学学士和工学博士学位。2012年9月至2013年9月赴美国加州大学洛杉矶分校(UCLA)进行博士生联合培养。2014年进入武汉大学电子信息学院，从事博士后研究工作，2015年破格晋升为副教授，2018年晋升为教授。主要研究方向包括图像匹配、信息融合、图像超分辨率、红外与遥感图像处理等。目前已在包括CVPR、ICCV、ECCV、IJCAI、AAAI、ACM MM、ICRA、IJCV、IEEE TPAMI/TIP/TSP/TNNLS等在内的期刊和会议上发表论文140余篇，其中SCI检索100余篇，ESI热点&高被引论文27篇，被引用5800余次，入选科睿唯安2019年度全球“高被引科学家”榜单。授权国家发明专利10余项。主持或参与国家级项目10余项。获湖北省自然科学一等奖1项 (第一完成人)，吴文俊人工智能优秀青年奖，湖北省“杰青”、“楚天学子”、中国自动化学会、中国人工智能学会、湖北省“优秀博士论文”，湖北省创新创业人才等称号。担任SCI期刊Inf Fusion领域主编、Neurocomput编委、Remote Sens客座编委，为SIGGRAPH、CVPR、ICCV、IJCAI、AAAI、IJCV、IEEE TPAMI/TSP/TIP/TNNLS/TVCG等50余个重要期刊会议审稿。

教育背景

2008.9-2014.6，华中科技大学，自动化学院，博士研究生

2012.9-2013.9，加州大学洛杉矶分校 (UCLA)，统计系，博士研究生

2004.9-2008.6，华中科技大学，数学系，本科

工作经历

2018.12至今，武汉大学，电子信息学院，教授

2017.9至今，武汉大学，电子信息学院，博导

2016.9至今，武汉大学，电子信息学院，硕导

2015.12-2018.11，武汉大学，电子信息学院，副教授(破格晋升)

2014.8 -2015.11，武汉大学，电子信息学院，博士后

2012.3-2012.5，微软亚洲研究院(MSRA)，实习生

荣誉奖励

2020.11, 中组部“青年拔尖人才”(国家“四青”人才)

2020.11, 科睿唯安2020年度全球“高被引科学家”(全球6167人，中国大陆770人)

2019.11, 科睿唯安2019年度全球“高被引科学家”(全球6216人，中国大陆636人)

2019.10，吴文俊人工智能优秀青年奖

2018.8, 湖北省自然科学奖一等奖(第一完成人)

2016.12, 中国自动化学会自然科学奖二等奖(第二完成人)

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)

科研项目

主持项目

2020.08-2022.07，湖北省重点研发计划，特高压输电装备状态智能感知技术研究与应用，50万

2019.01-2021.12，湖北省自然科学基金“杰出青年人才项目”，高精准实时图像匹配理论及其应用研究，20万

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

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

2016.06-2019.06，人才振兴计划—优秀人才培育项目，15万

2016.06-2017.06，中国博士后科学基金会特别资助项目—图像特征匹配的导引混合模型与局部线性迁移约束研究，15万，2016T90725

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

2016.01-2018.12，国家自然科学基金青年项目—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，25.8万，61503288

2015.06-2016.08，中国博士后科学基金会面上项目—自适应渐进特征匹配算法研究及应用，8万(一等资助)，2015M570665

参与项目

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

2017.07-2018.06，军委科技委前沿创新计划—***目标多波段实时融合探测技术，400万

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

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

2016.07-2020.06，“十三五”装备预研共用技术—***信号处理模块技术，260万

2015.07-2016.06，国家军口863项目—***识别方法与技术途径研究，30万

2014.07-2016.06，国家军口863项目—***探测技术，60万

2014.07-2015.06，国家军口863项目—在轨操控过程***精确测量技术，80万

2012.07-2013.06，国家军口863项目—在轨操控过程***精确测量技术，30万

2011.07-2012.06，国家军口863项目—基于图像的***精确测量技术，30万

学术服务

担任Information Fusion(SCI，中科院一区，IF=13.669)领域主编；担任Neurocomputing(SCI，中科院二区，IF=4.438)编委；

担任IEEE Access(SCI，中科院二区，IF=3.745)编委；

担任Entropy(SCI，中科院三区，IF=2.494)编委；

担任《中国图象图形学报》编委；

担任《遥感技术与应用》青年编委；担任Remote Sensing(SCI，中科院二区，IF=4.509)客座编辑；

担任Mathematical Problems in Engineering(SCI，中科院四区，IF=1.009)责任客座编辑；

担任Entropy(SCI，中科院三区，IF=2.494)责任客座编辑，Special Issue “Advances in Image Fusion”，call for paper

学术期刊会议审稿人：

1. IEEE

Transactions on Pattern Analysis and Machine Intelligence(SCI，中科院一区，IF=17.861)

Transactions on Medical Imaging(SCI，中科院一区，IF=6.685)

Transactions on Cybernetics(SCI，中科院一区，IF=11.079)

Transactions on Neural Networks and Learning Systems(SCI，中科院一区，IF=8.793)

Transactions on Industrial Electronics(SCI，中科院一区，IF=7.515)

Transactions on Industrial Informatics(SCI，中科院一区，IF=9.112)

Transactions on Fuzzy Systems(SCI，中科院一区，IF=9.518)

Transactions on Signal Processing(SCI，中科院一区，IF=5.028)

Transactions on Image Processing(SCI，中科院一区，IF=9.34)

Transactions on Geoscience and Remote Sensing(SCI，中科院一区，IF=5.855)

Transactions on Visualization and Computer Graphics(SCI，中科院一区，IF=4.558)

Transactions on Circuits and Systems for Video Technology(SCI，中科院二区，IF=4.133)

Transactions on Multimedia(SCI，中科院一区，IF=6.051)

Transactions on Automation Science and Engineering(SCI，中科院二区，IF=4.938)

Transactions on Computational Imaging(SCI，中科院二区，IF=4.015)

Transactions on Information Forensics and Security(SCI，中科院一区，IF=6.013)

J-STARS(SCI，中科院二区，IF=3.827)

Signal Processing Letters(SCI，中科院二区，IF=3.105)

Geoscience and Remote Sensing Letters(SCI，中科院二区，IF=3.833)

Photonics Journal(SCI，中科院三区，IF=2.833)

Access(SCI，中科院二区，IF=3.745)

2. Elsevier

Information Fusion(SCI，中科院一区，IF=13.669)

Pattern Recognition(SCI，中科院一区，IF=7.196)

Information Sciences(SCI，中科院一区，IF=5.91)

Computational Statistics & Data Analysis(SCI，中科院二区，IF=1.186)

Neurocomputing(SCI，中科院二区，IF=4.438)

Signal Processing(SCI，中科院一区，IF=4.384)

Journal of the Franklin Institute(SCI，中科院二区，IF=4.036)

Journal of Visual Communication and Image Representation(SCI，中科院三区，IF=2.479)

Computer Vision and Image Understanding(SCI，中科院三区，IF=3.121)

Pattern Recognition Letters(SCI，中科院三区，IF=3.255)

Infrared Physics & Technology(SCI，中科院三区，IF=2.379)

Computers and Electronics in Agriculture(SCI，中科院二区，IF=3.858)

3. Springer

International Journal of Computer Vision(SCI，中科院一区，IF=5.698)

Neural Computing and Applications(SCI，中科院二区，IF=4.774)

Machine Vision and Application(SCI，中科院三区，IF=1.605)

Visual Computer(SCI，中科院三区，IF=1.456)

Soft Computing(SCI，中科院三区，IF=3.05)

Multimedia Tools and Applications(SCI，中科院三区，IF=2.313)

Signal, Image and Video Processing(SCI，中科院四区，IF=1.794)

4. Conference & Others

CVPR(CCF A类会议，计算机视觉与模式识别领域顶级会议)

ICCV(CCF A类会议，计算机视觉领域顶级会议)

ECCV(CCF B类会议，计算机视觉领域顶级会议)

NeurIPS(CCF A类会议，机器学习领域顶级会议)

SIGGRAPH(CCF A类会议，计算机图形学领域顶级会议)

SIGGRAPH Asia(CCF A类会议，计算机图形学领域顶级会议)

IJCAI(CCF A类会议，人工智能领域顶级会议)

AAAI(CCF A类会议，人工智能领域顶级会议)

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)

ACM Transactions on Intelligent Systems and Technology(SCI，中科院二区，IF=2.672)

Remote Sensing(SCI，中科院二区，IF=4.509)

Sensors(SCI，中科院二区，IF=3.275)

Applied Optics(SCI，中科院三区，IF=1.961)

JOSA A(SCI，中科院三区，IF=1.791)

Computer Graphics Forum(SCI，中科院三区，IF=2.116)

International Journal of Information Technology & Decision Making(SCI，中科院三区，IF=1.894)

International Journal of Remote Sensing(SCI，中科院三区，IF=2.976)

Remote Sensing Letters(SCI，中科院三区，IF=2.298)

Journal of Electronic Imaging(SCI，中科院四区，IF=0.884)

Journal of Medical Imaging and Health Informatics(SCI，中科院四区，IF=0.659)

IET Image Processing(SCI，中科院四区，IF=1.995)

Journal of Sensors(SCI，中科院四区，IF=1.595)

学术论文

在CVPR、ICCV、ECCV、IJCAI、AAAI、ACM MM、ICRA、IROS、IJCV、IEEE TPAMI、IEEE TIP、IEEE TSP、IEEE TCI、IEEE TNNLS、IEEE TIE、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140余篇，其中SCI检索100余篇，中科院一区期刊或CCF A类会议70余篇，ESI高被引论文27篇，ESI热点论文13篇(即影响力排名本学科领域前0.1%的论文)，被引用5800余次。部分顶级会议/期刊论文包括：

1. Ji Zhao, Jiayi Ma, Jinwen 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 Ma, Ji 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 Ma, Ji 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，中科院一区，IF=7.196，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，中科院一区，IF=9.34，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，中科院一区，IF=9.34)

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，中科院一区，IF=5.855，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，中科院一区，IF=5.028，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，中科院一区，IF=7.196，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，中科院一区，IF=9.34，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=13.669，入选ESI Hot Papers& 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=4.133，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，中科院一区，IF=5.91)

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，中科院一区，IF=6.051，入选ESI Highly Cited Papers)

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=11.079，入选ESI Highly Cited Papers)

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，中科院一区，IF=6.051，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，中科院一区，IF=5.855)

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，中科院一区，IF=9.34，入选ESI Highly Cited Papers)

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，中科院一区，IF=5.91)

21. Xiaojie Guo, Yu Li, and Jiayi Ma. “Mutually Guided Image Filtering”, in Proceedings of the ACM International Conference on Multimedia (ACMMM), pp. 1283-1290, 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”, in Proceedings of the ACM International Conference on Multimedia (ACMMM), pp. 1609-1617, 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，中科院一区，IF=5.91，入选ESI Highly Cited Papers)

24. Ji Zhao and Jiayi Ma*. “Visual Homing by Robust Interpolation for Sparse Motion Flow”, in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1282-1288, 2017 (通讯作者，Oral，机器人领域顶级会议).

25. 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 Geoscience and Remote Sensing, 56(2), pp. 950-965, 2018.(SCI，中科院一区，IF=5.855，入选ESI Hot Papers& ESI Highly Cited Papers)

26. Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, Yu Zhou, Zheng Wang, and Xiaojie Guo. “Visual Homing via Guided Locality Preserving Matching”, in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 7254-7261, 2018.(Oral，机器人领域顶级会议)

27. Junjun Jiang, Jiayi Ma*, Chen Chen, Zhongyuan Wang, and Lizhe Wang. “SuperPCA: A Superpixelwise Principal Component Analysis Approach for Unsupervised Feature Extraction of Hyperspectral Imagery”, IEEE Transactions on Geoscience and Remote Sensing, 56(8), pp. 4581-4593, 2018.(通讯作者，SCI，中科院一区，IF=5.855，入选ESI Highly Cited Papers)

28. Jiayi Ma, Junjun Jiang, Huabing Zhou, Ji Zhao, and Xiaojie Guo. “Guided Locality Preserving Feature Matching for Remote Sensing Image Registration”, IEEE Transactions on Geoscience and Remote Sensing, 56(8), pp. 4435-4447, 2018.(SCI，中科院一区，IF=5.855，入选ESI Hot Papers& ESI Highly Cited Papers)

29. Haiyan Fan, Chang Li, Yulan Guo, Gangyao Kuang, and Jiayi Ma. “Spatial-Spectral Total Variation Regularized Low-Rank Tensor Decomposition for Hyperspectral Image Denoising”, IEEE Transactions on Geoscience and Remote Sensing, 56(10), pp. 6196-6213, 2018.(SCI，中科院一区，IF=5.855)

30. Junjun Jiang, Yi Yu, Jinhui Hu, Suhua Tang, and Jiayi Ma. “Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination”, in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 771-778, 2018. (Oral，CCF A类会议，人工智能领域顶级会议)

31. Yansheng Li, Yongjun Zhang, Xin Huang, and Jiayi Ma. “Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval”, IEEE Transactions on Geoscience and Remote Sensing, 56(11), pp. 6521-6536, 2018.(SCI，中科院一区，IF=5.855)

32. Jiayi Ma, Jia Wu, Ji Zhao, Junjun Jiang, Huabing Zhou, and Quan Z. Sheng. “Nonrigid Point Set Registration with Robust Transformation Learning under Manifold Regularization”, IEEE Transactions on Neural Networks and Learning Systems, 30(12), pp. 3584-3597, 2019.(SCI，中科院一区，IF=8.793，入选ESI Highly Cited Papers)

33. Jiayi Ma, Yong Ma, and Chang Li. “Infrared and visible image fusion methods and applications: A survey”, Information Fusion, 45, pp. 153-178, 2019.(SCI，中科院一区，IF=13.669，Invited Paper，入选ESI Hot Papers& ESI Highly Cited Papers)

34. Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, and Xiaojie Guo. “Locality Preserving Matching”, International Journal of Computer Vision, 127(5), pp. 512-531, 2019.(SCI，中科院一区，IF=5.698，入选ESI Hot Papers & ESI Highly Cited Papers)

35. Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, and Jiayi Ma. “Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis”, IEEE Transactions on Image Processing, 28(2), pp. 628-641, 2019.(SCI，中科院一区，IF=9.34)

36. Junjun Jiang, Jiayi Ma*, Zheng Wang, Chen Chen, and Xianming Liu. “Hyperspectral Image Classification in the Presence of Noisy Labels”, IEEE Transactions on Geoscience and Remote Sensing, 57(2), pp. 851-865, 2019.(通讯作者，SCI，中科院一区，IF=5.855，入选ESI Highly Cited Papers)

37. Jiayi Ma, Wei Yu, Pengwei Liang, Chang Li, and Junjun Jiang. “FusionGAN: A generative adversarial network for infrared and visible image fusion”, Information Fusion, 48, pp. 11-26, 2019.(SCI，中科院一区，IF=13.669，入选ESI Hot Papers& ESI Highly Cited Papers)

38. Zhongyuan Wang, Peng Yi, Kui Jiang, Junjun Jiang, Zhen Han, Tao Lu, and Jiayi Ma*. “Multi-Memory Convolutional Neural Network for Video Super-Resolution”, IEEE Transactions on Image Processing, 28(5), pp. 2530-2544, 2019.(通讯作者，SCI，中科院一区，IF=9.34，入选ESI Highly Cited Papers)

39. Junjun Jiang, Jiayi Ma*, Suhua Tang, Yi Yu, and Kiyoharu Aizawa. “Face Hallucination through Differential Evolution Parameter Map Learning with Facial Structure Prior”, Information Sciences, 481, pp. 174-188, 2019.(通讯作者，SCI，中科院一区，IF=5.91)

40. Jiayi Ma, Xingyu Jiang, Junjun Jiang, Ji Zhao, and Xiaojie Guo. “LMR: Learning A Two-class Classifier for Mismatch Removal”, IEEE Transactions on Image Processing, 28(8), pp. 4045-4059, 2019.(SCI，中科院一区，IF=9.34，入选ESI Highly Cited Papers)

41. Xingyu Jiang, Junjun Jiang, Aoxiang Fan, Zhongyuan Wang, and Jiayi Ma*. “Multi-scale Locality and Rank Preservation for Robust Feature Matching of Remote Sensing Images”, IEEE Transactions on Geoscience and Remote Sensing, 57(9), pp. 6462-6472, 2019.(通讯作者，SCI，中科院一区，IF=5.855)

42. Yuan Gao, Jiayi Ma, Mingbo Zhao, Wei Liu, and Alan Yuille. “NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction”, in Proceedings of IEEE conference on Computer Vision and Pattern Recognition (CVPR), pp. 3205-3214, 2019.(CCF A类会议，计算机视觉与模式识别领域顶级会议)

43. Jiayi Ma, Xingyu Jiang, Junjun Jiang, and Yuan Gao. “Feature-guided Gaussian mixture model for image matching”, Pattern Recognition, 92, pp. 231-245, 2019.(SCI，中科院一区，IF=7.196)

44. Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, and Jiayi Ma. “Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations”, in Proceedings of IEEEInternational Conference on Computer Vision (ICCV), pp. 3106-3115, 2019.(CCF A类会议，计算机视觉领域顶级会议，Oral，接收率：4.3%)

45. Han Xu, Pengwei Liang, Wei Yu, Junjun Jiang, and Jiayi Ma*. “Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators”, in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 3954-3960, 2019. (通讯作者，Oral，CCF A类会议，人工智能领域顶级会议)

46. Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Akiko Aizawa, and Kiyoharu Aizawa. “Context-Patch Face Hallucination Based on Thresholding Locality-Constrained Representation and Reproducing Learning”, IEEE Transactions on Cybernetics, 50(1), pp. 324-337, 2020.(SCI，中科院一区，IF=11.079)

47. Xiaojie Guo, Yu Li, Jiayi Ma, and Haibin Ling. “Mutually Guided Image Filtering”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 42(3), pp. 694-707, 2020.(SCI，中科院一区，IF=17.861)

48. Junjun Jiang, Yi Yu, Zheng Wang, Suhua Tang, Ruimin Hu, and Jiayi Ma*. “Ensemble Super-Resolution with A Reference Dataset”, IEEE Transactions on Cybernetics, 50(11), pp. 4694-4708, 2020.(通讯作者，SCI，中科院一区，IF=11.079)

49. Ji Zhao, Laurent Kneip, Yijia He, and Jiayi Ma. “Minimal Case Relative Pose Computation using Ray-Point-Ray Features”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 42(5), pp. 1176-1190, 2020.(SCI，中科院一区，IF=17.861)

50. Peng Yi, Zhongyuan Wang, Kui Jiang, Zhenfeng Shao, and Jiayi Ma. “Multi-Temporal Ultra Dense Memory Network For Video Super-Resolution”, IEEE Transactions on Circuits and Systems for Video Technology, 2020, In Press.(SCI，中科院二区，IF=4.133)

51. Jiayi Ma, Xinya Wang, and Junjun Jiang. “Image Super-Resolution via Dense Discriminative Network”, IEEE Transactions on Industrial Electronics, 67(7), pp. 5687-5695, 2020.(SCI，中科院一区，IF=7.515)

52. Jiayi Ma, Pengwei Liang, Wei Yu, Chen Chen, Xiaojie Guo, Jia Wu, and Junjun Jiang. “Infrared and visible image fusion via detail preserving adversarial learning”, Information Fusion, 54, pp. 85-98, 2020.(SCI，中科院一区，IF=13.669，入选ESI Highly Cited Papers)

53. Xingyu Jiang, Jiayi Ma*, Junjun Jiang, and Xiaojie Guo. “Robust Feature Matching Using Spatial Clustering with Heavy Outliers”, IEEE Transactions on Image Processing, 29, pp. 736-746, 2020.(通讯作者，SCI，中科院一区，IF=9.34，入选ESI Highly Cited Papers)

54. Jun Chen, Xuejiao Li, Linbo Luo, Xiaoguang Mei, and Jiayi Ma*. “Infrared and visible image fusion based on target-enhanced multiscale transform decomposition”, Information Sciences, 508, pp. 64-78, 2020.(通讯作者，SCI，中科院一区，IF=5.91，入选ESI Highly Cited Papers)

55. Jiayi Ma, Hao Zhang, Peng Yi, and Zhongyuan Wang. “SCSCN: A Separated Channel-Spatial Convolution Net with Attention for Single-view Reconstruction”, IEEE Transactions on Industrial Electronics, 67(10), pp. 8649-8658, 2020.(SCI，中科院一区，IF=7.515)

56. Chang Li, Yu Liu, Juan Cheng, Rencheng Song, Jiayi Ma, Chenhong Sui, and Xun Chen. “Sparse unmixing of hyperspectral data with bandwise model”, Information Sciences, 512, pp. 1424-1441, 2020.(SCI，中科院一区，IF=5.91)

57. Han Xu, Jiayi Ma*, Zhuliang Le, Junjun Jiang, and Xiaojie Guo. “FusionDN: A Unified Densely Connected Network for Image Fusion”, in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pp. 12484-12491, 2020. (通讯作者，CCF A类会议，人工智能领域顶级会议)

58. Hao Zhang, Han Xu, Yang Xiao, Xiaojie Guo, and Jiayi Ma*. “Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity”, in Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI), pp. 12797-12804, 2020. (通讯作者，CCF A类会议，人工智能领域顶级会议)

59. Jiayi Ma, Han Xu, Junjun Jiang, Xiaoguang Mei, and Xiao-Ping Zhang. “DDcGAN: A Dual-discriminator Conditional Generative Adversarial Network for Multi-resolution Image Fusion”, IEEE Transactions on Image Processing, 29, pp. 4980-4995, 2020.(SCI，中科院一区，IF=9.34)

60. 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 conference on Computer Vision and Pattern Recognition (CVPR), pp. 11543-11552, 2020.(CCF A类会议，计算机视觉与模式识别领域顶级会议)

61. Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Baojin Huang, Yimin Luo, Jiayi Ma, and Junjun Jiang. “Multi-Scale Progressive Fusion Network for Single Image Deraining”, in Proceedings of IEEE conference on Computer Vision and Pattern Recognition (CVPR), pp. 8346-8355, 2020.(CCF A类会议，计算机视觉与模式识别领域顶级会议)

62. Huabing Zhou, Jiayi Ma*, Chiu C. Tan, Yanduo Zhang, and Haibin Ling. “Cross-Weather Image Alignment via Latent Generative Model with Intensity Consistency”, IEEE Transactions on Image Processing, 29, pp. 5216-5228, 2020.(通讯作者，SCI，中科院一区，IF=9.34)

63. Jiayi Ma, Wei Yu, Chen Chen, Pengwei Liang, Xiaojie Guo, and Junjun Jiang. “Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion”, Information Fusion, 62, pp. 110-120, 2020.(SCI，中科院一区，IF=13.669)

64. Junjun Jiang, He Sun, Xianming Liu, and Jiayi Ma. “Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery”, IEEE Transactions on Computational Imaging, 6, pp. 1082-1096, 2020.(SCI，中科院二区，IF=4.015)

65. Han Xu, Jiayi Ma*, and Xiao-Ping Zhang. “MEF-GAN: Multi-exposure Image Fusion via Generative Adversarial Networks”, IEEE Transactions on Image Processing, 29, pp. 7203-7216, 2020.(通讯作者，SCI，中科院一区，IF=9.34)

66. Jiayi Ma and Yi Zhou. “Infrared and visible image fusion via gradientlet filter”, Computer Vision and Image Understanding, 197-198, pp. 103016, 2020.(SCI，IF=3.121)

67. Chengli Peng and Jiayi Ma*. “Semantic segmentation using stride spatial pyramid pooling and dual attention decoder”, Pattern Recognition, 107, pp. 107498, 2020.(通讯作者，SCI，中科院一区，IF=7.196)

68. Hao Zhang, Jiayi Ma, Chen Chen, and Xin Tian. “NDVI-Net: A fusion network for generating high-resolution normalized difference vegetation index in remote sensing”, ISPRS Journal of Photogrammetry and Remote Sensing, 168, pp. 182-196, 2020.(SCI，中科院一区，IF=7.319)

69. Guobao Xiao, Jiayi Ma*, Shiping Wang, and Changwen Chen. “Deterministic Model Fitting by Local-neighbor Preservation and Global-residual Optimization”, IEEE Transactions on Image Processing, 29, pp. 8988-9001, 2020.(通讯作者，SCI，中科院一区，IF=9.34)

70. Aoxiang Fan, Xingyu Jiang, Yang Wang, Junjun Jiang, and Jiayi Ma*. “Geometric Estimation via Robust Subspace Recovery”, in Proceedings of the European Conference on Computer Vision (ECCV), 2020.(通讯作者，计算机视觉领域顶级会议)

71. Xingyu Jiang, Jiayi Ma*, Aoxiang Fan, Haiping Xu, Geng Lin, Tao Lu, and Xin Tian. “Robust Feature Matching for Remote Sensing Image Registration via Linear Adaptive Filtering”, IEEE Transactions on Geoscience and Remote Sensing, 2020, In Press.(通讯作者，SCI，中科院一区，IF=5.855)

72. Weijian Ruan, Chao Liang, Yi Yu, Zheng Wang, Wu Liu, Jun Chen, and Jiayi Ma. “Correlation Discrepancy Insight Network for Video Re-identification”, ACM Transactions on Multimedia Computing Communications and Applications, 2020, In Press.(SCI，IF=3.275)

73. Xin Tian, Mengliang Zhang, Changcai Yang, and Jiayi Ma*. “FusionNDVI: A Computational Fusion Approach for High Resolution Normalized Difference Vegetation Index”, IEEE Transactions on Geoscience and Remote Sensing, 2020, In Press.(通讯作者，SCI，中科院一区，IF=5.855)

74. Jiayi Ma, Xingyu Jiang, Aoxiang Fan, Junjun Jiang, and Junchi Yan. “Image Matching from Handcrafted to Deep Features: A Survey”, International Journal of Computer Vision, 2020, In Press.(SCI，中科院一区，IF=5.698)

75. Han Xu, Jiayi Ma*, Junjun Jiang, Xiaojie Guo, and Haibin Ling. “U2Fusion: A Unified Unsupervised Image Fusion Network”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020, In Press.(通讯作者，SCI，中科院一区，IF=17.861)

76. Junjun Jiang, Jiayi Ma*, and Xianming Liu. “Multilayer Spectral-Spatial Graphs for Label Noisy Robust Hyperspectral Image Classification”, IEEE Transactions on Neural Networks and Learning Systems, 2020, In Press.(通讯作者，SCI，中科院一区，IF=8.793)

77. Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, and Jiayi Ma. “MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion”, Information Fusion, 66, pp. 40-53, 2021.(SCI，中科院一区，IF=13.669)

78. Han Xu, Jiayi Ma, Zhenfeng Shao, Hao Zhang, Junjun Jiang, and Xiaojie Guo, “SDPNet: A Deep Network for Pan-sharpening with Enhanced Information Representation”, IEEE Transactions on Geoscience and Remote Sensing, 2020, In Press.(SCI，中科院一区，IF=5.855)

79. Yuanshu Zhang, Yong Ma, Xiaobing Dai, Hao Li, Xiaoguang Mei, and Jiayi Ma. “Locality-constrained Sparse Representation for Hyperspectral Image Classification”, Information Sciences, 546, pp. 858-870, 2021.(SCI，中科院一区，IF=5.91)

80. Junjun Jiang, Qing Ma, Xingyu Jiang, and Jiayi Ma. “Ranking list preservation for feature matching”, Pattern Recognition, 111, pp. 107665, 2021.(SCI，中科院一区，IF=7.196)

81. Yansheng Li, Jiayi Ma*, and Yongjun Zhang. “Image retrieval from remote sensing big data: A Survey”, Information Fusion, 67, pp. 94-115, 2021.(SCI，中科院一区，IF=13.669)

82. Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, and Han Xu. “GANMcC: A Generative Adversarial Network with Multi-classification Constraints for Infrared and Visible Image Fusion”, IEEE Transactions on Instrumentation and Measurement, 2020, In Press.(SCI，中科院一区，IF=3.658)

83. Yonghua Zhang, Xiaojie Guo, Jiayi Ma, Wei Liu, and Jiawan Zhang. “Beyond Brightening Low-light Images”, International Journal of Computer Vision, 2020, In Press.(SCI，中科院一区，IF=5.698)

84. Guobao Xiao, Huan Luo, Kun Zeng, Leyi Wei and Jiayi Ma*. “Robust Feature Matching for Remote Sensing Image Registration via Guided Hyperplane Fitting”, IEEE Transactions on Geoscience and Remote Sensing, 2020, In Press.(通讯作者，SCI，中科院一区，IF=5.855)

85. Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, Tao Lu, and Jiayi Ma. “A Progressive Fusion Generative Adversarial Network for Realistic and Consistent Video Super-Resolution”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020, In Press.(SCI，中科院一区，IF=17.861)代表性中文论著：

1. 马佳义，赵季，马泳，田金文. 点集匹配算法及应用研究. 学术专著，科学出版社，2018.

2. 周华兵，侯积磊，吴伟，马佳义*. 基于语义分割的红外和可见光图像融合. 计算机研究与发展，2020.(CCF A类，通讯作者)

完整论文列表请访问谷歌学术主页：https://scholar.google.com/citations?user=73trMQkAAAAJ&hl=en

相关论文代码下载请访问如下链接：https://github.com/jiayi-ma?tab=repositories https://github.com/junjun-jiang?tab=repositories

联系方式

E-mail: jyma2010@gmail.com(优先); jiayima@whu.edu.cn