部门： 信息与通信工程系
姓名： 马佳义
邮箱： jyma2010@gmail.com
性别： 男
职称： 教授
学历学位： 博士
导师类型： 博导/硕导
办公电话：
通信地址： 武汉市武汉大学电子信息学院东科技楼220室
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，国家公派联合培养博士生

任职经历： 2014.8-2016.5，武汉大学，信息与通信工程，博士后
2016.6-2018.11，武汉大学，信息与通信工程，副教授，博导/硕导
2018.12至今，武汉大学，信息与通信工程，教授，博导/硕导

主讲课程：
本科生课程： 工程随机数学
研究生课程： 博士英语
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、红外与遥感图像处理等

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
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，主持
2019.01-2021.12，湖北省自然科学基金“****人才项目”，高精准实时图像匹配理论及其应用研究，20万，主持
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
2017.01-2018.12，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
2016.06-2017.06，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，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
2015.06-2016.08，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

主要论文及著作： 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200余篇，其中SCI检索130余篇，中科院一区期刊或CCF A类会议100余篇，ESI高被引论文28篇，ESI热点论文14篇（即影响力排名本学科领域前0.1%的论文），被引用7000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 ofIEEE conference on Computer Vision and Pattern Recognition(CVPR), pp. 2977-2984, 2011.（CCF A类会议）
2.Jiayi Ma,Ji Zhao, Jinwen Tian, Zhuowen Tu, and Alan Yuille. "Robust Estimation of Nonrigid Transformation for Point Set Registration", in Proceedings ofIEEE conference on Computer Vision and Pattern Recognition(CVPR), pp. 2147-2154, 2013.（CCF A类会议）
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.（IF=7.74，入选ESI Hot Papers & ESI Highly Cited Papers）
4.Jiayi Ma,Ji Zhao, Jinwen Tian, Alan Yuille,andZhuowen Tu. "Robust Point Matching via Vector Field Consensus",IEEE Transactions on Image Processing, 23(4), pp. 1706-1721, 2014.（IF=10.856，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.（IF=10.856）
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. （IF=5.6，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.（IF=4.931，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.（IF=7.74，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.（IF=10.856，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.（IF=12.975，入选ESI Hot Papers& ESI Highly Cited Papers）
11. Junjun Jiang, Ruimin Hu, Zhongyuan Wang, Zhen Han, andJiayi Ma. "Facial Image Hallucination through Coupled-Layer Neighbor Embedding",IEEE Transactions on Circuits and Systems for Video Technology, 26(9), pp. 1674-1684, 2016.（IF=4.685，入选ESI Hot Papers & ESI Highly Cited Papers）
12. Yansheng Li, Yongjun Zhang, Jin-Gang Yu, Yihua Tan, Jinwen Tian, andJiayi 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.（IF=6.795）
13. Junjun Jiang, Xiang Ma, Chen Chen, Tao Lu, Zhongyuan Wang, andJiayi Ma. "Single Image Super-Resolution via Locally Regularized Anchored Neighborhood Regression and Nonlocal Means",IEEE Transactions on Multimedia, 19(1), pp. 15-26, 2017.（IF=6.513，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.（IF=11.448，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.（IF=6.513，入选ESI Highly Cited Papers）
16. Yong Ma, Chang Li, Xiaoguang Mei, Chengyin Liu, andJiayi Ma. "Robust Sparse Hyperspectral Unmixing with l2,1 Norm",IEEE Transactions on Geoscience and Remote Sensing, 55(3), pp. 1227-1239,2017.（IF=5.6）
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-FirstAAAI Conference on Artificial Intelligence(AAAI), pp. 4218-4224, 2017. (Oral，CCF A类会议)
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.（IF=10.856，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 theInternational Joint Conference on Artificial Intelligence(IJCAI), pp. 4492-4498, 2017. (Oral，CCF A类会议)
20.Fan Fan, Yong Ma, Chang Li, Xiaoguang Mei, Jun Huang, andJiayi Ma*. "Hyperspectral Image Denoising with Superpixel Segmentation and Low-Rank Representation",Information Sciences, 397, pp. 48-68, 2017.（IF=6.795）
21.Xiaojie Guo, Yu Li, andJiayi Ma. "Mutually Guided Image Filtering", in Proceedings of theACM International Conference on Multimedia(ACMMM), pp. 1283-1290, 2017. (CCF A类会议)
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 theACM International Conference on Multimedia(ACMMM), pp. 1609-1617, 2017.(CCF A类会议)
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.（IF=6.795，入选ESI Highly Cited Papers）
24.Ji Zhao andJiayi Ma*. "Visual Homing by Robust Interpolation for Sparse Motion Flow", in Proceedings of theIEEE/RSJ International Conference on Intelligent Robots and Systems(IROS), pp. 1282-1288, 2017 (Oral).
25.Yansheng Li, Yongjun Zhang, Xin Huang, Hu Zhu, andJiayi 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.（IF=5.6，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 theIEEE International Conference on Robotics and Automation(ICRA), pp. 7254-7261, 2018.（Oral）
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.（IF=5.6，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.（IF=5.6，入选ESI Hot Papers& ESI Highly Cited Papers）
29.Haiyan Fan, Chang Li, Yulan Guo, Gangyao Kuang, andJiayi 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.（IF=5.6）
30.Junjun Jiang, Yi Yu, Jinhui Hu, Suhua Tang, andJiayi Ma."Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination",in Proceedings of theInternational Joint Conference on Artificial Intelligence(IJCAI), pp. 771-778, 2018. (Oral，CCF A类会议)
31.Yansheng Li, Yongjun Zhang, Xin Huang, andJiayi 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.（IF=5.6）
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.（IF=10.451，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.（IF=12.975，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.（IF=7.41，入选ESI Hot Papers & ESI Highly Cited Papers）
35. Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, andJiayi 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.（IF=10.856）
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.（IF=5.6，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.（IF=12.975，入选ESI Hot Papers& ESI Highly Cited Papers）
38. Zhongyuan Wang, Peng Yi, Kui Jiang, Junjun Jiang, Zhen Han, Tao Lu, andJiayi Ma*. "Multi-Memory Convolutional Neural Network for Video Super-Resolution",IEEE Transactions on Image Processing, 28(5), pp. 2530-2544, 2019.（IF=10.856，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.（IF=6.795）
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.（IF=10.856，入选ESI Highly Cited Papers）
41.Xingyu Jiang, Junjun Jiang, Aoxiang Fan, Zhongyuan Wang, andJiayi 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.（IF=5.6）
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 ofIEEE conference on Computer Vision and Pattern Recognition(CVPR), pp. 3205-3214, 2019.（CCF A类会议）
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.（IF=7.74）
44.Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, andJiayi Ma. "Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations", in Proceedings ofIEEEInternational Conference on Computer Vision(ICCV), pp. 3106-3115, 2019.（CCF A类会议，Oral）
45. Han Xu, Pengwei Liang, Wei Yu, Junjun Jiang, andJiayi Ma*. "Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators", in Proceedings of theInternational Joint Conference on Artificial Intelligence(IJCAI), pp. 3954-3960, 2019. (Oral，CCF A类会议)
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.（IF=11.451）
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.（IF=16.389）
48.Junjun Jiang, Yi Yu, Zheng Wang, Suhua Tang, Ruimin Hu, andJiayi Ma*. "Ensemble Super-Resolution with A Reference Dataset",IEEE Transactions on Cybernetics, 50(11), pp. 4694-4708, 2020.（IF=11.451）
49.Ji Zhao, Laurent Kneip, Yijia He, andJiayi 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.（IF=16.389）
50. Peng Yi, Zhongyuan Wang, Kui Jiang, Zhenfeng Shao, andJiayi Ma. "Multi-Temporal Ultra Dense Memory Network ForVideo Super-Resolution",IEEE Transactions on Circuits and Systems for Video Technology, 30(8), pp. 2503-2516, 2020.（IF=4.685，入选ESI Hot Papers & ESI Highly Cited Papers）
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.（IF=8.236）
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.（IF=12.975，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.（IF=10.856，入选ESI Highly Cited Papers）
54.Jun Chen, Xuejiao Li, Linbo Luo, Xiaoguang Mei, andJiayi Ma*. "Infrared and visible image fusion based on target-enhanced multiscale transform decomposition",Information Sciences, 508, pp. 64-78, 2020.（IF=6.795，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.（IF=8.236）
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.（IF=6.795）
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-FourthAAAI Conference on Artificial Intelligence(AAAI), pp. 12484-12491, 2020. (CCF A类会议)
58. Hao Zhang, Han Xu, Yang Xiao, Xiaojie Guo, andJiayi Ma*. "Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity", in Proceedings of the Thirty-FourthAAAI Conference on Artificial Intelligence(AAAI), pp. 12797-12804, 2020. (CCF A类会议)
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.（IF=10.856，入选ESI Highly Cited Papers）
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 ofIEEE conference on Computer Vision and Pattern Recognition(CVPR), pp. 11543-11552, 2020.（CCF A类会议）
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 ofIEEE conference on Computer Vision and Pattern Recognition(CVPR), pp. 8346-8355, 2020.（CCF A类会议）
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.（IF=10.856）
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.（IF=12.975）
64.Junjun Jiang, He Sun, Xianming Liu, andJiayi Ma. "Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery",IEEE Transactions on Computational Imaging, 6, pp. 1082-1096, 2020.（IF=3.49）
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.（IF=10.856）
66.Jiayi Maand Yi Zhou. "Infrared and visible image fusion via gradientlet filter",Computer Vision and Image Understanding, 197-198, pp. 103016, 2020.（IF=3.876）
67.Chengli Peng andJiayi Ma*. "Semantic segmentation using stride spatial pyramid pooling and dual attention decoder",Pattern Recognition, 107, pp. 107498, 2020.（IF=7.74）
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.（IF=8.979）
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.（IF=10.856）
70.Aoxiang Fan, Xingyu Jiang, Yang Wang, Junjun Jiang, andJiayi Ma*. "Geometric Estimation via Robust Subspace Recovery", in Proceedings of theEuropean Conference on Computer Vision(ECCV), pp. 462-478, 2020.
71. Weijian Ruan, Chao Liang, Yi Yu, Zheng Wang, Wu Liu, Jun Chen, andJiayi Ma. "Correlation Discrepancy Insight Network for Video Re-identification",ACM Transactions on Multimedia Computing Communications and Applications,16(4), pp. 120, 2020.（IF=3.144）
72. 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, 59(2), pp. 1577-1591, 2021.（IF=5.6）
73.Xin Tian, Mengliang Zhang, Changcai Yang, andJiayi Ma*. "FusionNDVI: A Computational Fusion Approach for High Resolution Normalized Difference Vegetation Index",IEEE Transactions on Geoscience and Remote Sensing, 59(6), pp. 5258-5271, 2021.（IF=5.6）
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, 129(1), pp. 23-79, 2021.（IF=7.41）
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.（IF=16.389）
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.（IF=10.451）
77.Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, andJiayi 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.（IF=12.975）
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, 59(5), pp. 4120-4134, 2021.（IF=5.6）
79.Yuanshu Zhang, Yong Ma, Xiaobing Dai, Hao Li, Xiaoguang Mei, andJiayi Ma. "Locality-constrained Sparse Representation for Hyperspectral Image Classification",Information Sciences, 546, pp. 858-870, 2021.（IF=6.795）
80.Junjun Jiang, Qing Ma, Xingyu Jiang, andJiayi Ma. "Ranking list preservation for feature matching",Pattern Recognition, 111, pp. 107665, 2021.（IF=7.74）
81.Yansheng Li,Jiayi Ma*, and Yongjun Zhang. "Image retrieval from remote sensing big data: A Survey",Information Fusion, 67, pp. 94-115, 2021.（IF=12.975）
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, 70, pp. **, 2021.（IF=4.016）
83.Yonghua Zhang, Xiaojie Guo,Jiayi Ma, Wei Liu, and Jiawan Zhang. "Beyond Brightening Low-light Images",International Journal of Computer Vision, 129(4), pp. 1013-1037, 2021.（IF=7.41）
84.Guobao Xiao, Huan Luo, Kun Zeng, Leyi Wei andJiayi Ma*. "Robust Feature Matching for Remote Sensing Image Registration via Guided Hyperplane Fitting",IEEE Transactions on Geoscience and Remote Sensing, 2020, In Press.（IF=5.6）
85.Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, Tao Lu, andJiayi 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.（IF=16.389）
86.Qingyu Song, Changan Wang, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Jian Wu, andJiayi Ma. "To Choose or to Fuse? Scale Selection for Crowd Counting", in Proceedings of the Thirty-FifthAAAI Conference on Artificial Intelligence(AAAI), pp. 2576-2583, 2021.（CCF A类会议）
87.Hao Zhang andJiayi Ma*. "GTP-PNet: A residual learning network based on gradient transformation prior for pansharpening",ISPRS Journal of Photogrammetry and Remote Sensing, 172, pp. 223-239, 2021.（IF=8.979）
88.Xin Tian, Yuerong Chen, Changcai Yang, andJiayi Ma*. "Variational Pansharpening by Exploiting Cartoon-texture Similarities",IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
89.Chengli Peng, Kaining Zhang, Yong Ma, andJiayi Ma*. "Cross Fusion Net: A Fast Semantic Segmentation Network for Small-scale Semantic Information Capturing in Aerial Scenes",IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
90.Chengli Peng, Tian Tian, Chen Chen, Xiaojie Guo, andJiayi Ma*. "Bilateral attention decoder: A lightweight decoder for real-time semantic segmentation",Neural Networks, 137, pp. 188-199, 2021.（IF=8.05）
91.Han Xu, Xinya Wang, andJiayi Ma*. "DRF: Disentangled Representation for Visible and Infrared Image Fusion",IEEE Transactions on Instrumentation and Measurement, 70, pp. **, 2021.（IF=4.016）
92.Jun Chen, Xuejiao Li, Linbo Luo, andJiayi Ma*. "Multi-focus Image Fusion Based on Multi-scale Gradients and Image Matting",IEEE Transactions on Multimedia, 2021, In Press.（IF=6.513）
93.Xingyu Jiang,Jiayi Ma*, Guobao Xiao, Zhenfeng Shao, and Xiaojie Guo. "A review of multimodal image matching: Methods and applications",Information Fusion, 73, pp. 22-71, 2021.（特邀综述，IF=12.975）
94.Jiayi Ma, Zhuliang Le, Xin Tian, and Junjun Jiang. "SMFuse: Multi-focus Image Fusion via Self-supervised Mask-optimization",IEEE Transactions on Computational Imaging, 7, pp. 309-320, 2021.（IF=3.49）
95.Kaining Zhang, Zizhuo Li, andJiayi Ma*. "Appearance-based Loop Closure Detection via Bidirectional Manifold Representation Consensus", in Proceedings of theIEEE International Conference on Robotics and Automation(ICRA), 2021.
96. Xinyu Ye andJiayi Ma*. "Visual Place Recognition via Local Affine Preserving Matching", in Proceedings of theIEEE International Conference on Robotics and Automation(ICRA), 2021.
97.Xinya Wang,Jiayi Ma*, and Junjun Jiang. "Recurrent Feedback Embedding Network for Hyperspectral Image Super-resolution",IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
98.Guobao Xiao, Hanzi Wang,Jiayi Ma, and David Suter. "Segmentation by Continuous Latent Semantic Analysis for Multi-structure Model Fitting",International Journal of Computer Vision, 129(7), pp. 2034-2056, 2021.（IF=7.41）
99.Jiayi Ma, Xinyu Ye, Huabing Zhou, Xiaoguang Mei, and Fan Fan. "Loop-Closure Detection Using Local Relative Orientation Matching",IEEE Transactions on Intelligent Transportation Systems, 2021, In Press.（IF=6.492）
100.Zhenfen Shao, Gui Cheng,Jiayi Ma, Zhongyuan Wang, Jiaming Wang, and Deren Li. "Real-time and Accurate UAV Pedestrian Detection for Social Distancing Monitoring in COVID-19 Pandemic",IEEE Transactions on Multimedia, 2021, In Press.（IF=6.513）
101.Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, and Guobao Xiao. "STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection",IEEE Transactions on Instrumentation and Measurement, 70, pp. **, 2021.（IF=4.016）
102.Guobao Xiao, Shiping Wang, Han Wang, andJiayi Ma*. "Mining consistent correspondences using co-occurrence statistics",Pattern Recognition, 119, pp. 108062, 2021.（IF=7.74）
103.Kaining Zhang, Xingyu Jiang, andJiayi Ma*. "Appearance-based Loop Closure Detection via Locality-driven Accurate Motion Field Learning",IEEE Transactions on Intelligent Transportation Systems, 2021, In Press.（IF=6.492）
104.Han Xu andJiayi Ma*. "EMFusion: An unsupervised enhanced medical image fusion network",Information Fusion, 76, pp. 177-186, 2021.（IF=12.975）
105.Qiwen Jin, Yong Ma, Xiaoguang Mei, andJiayi Ma. "TANet: An Unsupervised Two-Stream Autoencoder Network for Hyperspectral Unmixing",IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
106.Xin Tian, Kun Li, Zhongyuan Wang, andJiayi Ma*. "VP-Net: An Interpretable Deep Network for Variational Pansharpening",IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
107.Xin Tian, Wei Chen, Zhongyuan Wang, andJiayi Ma*. "Polarization Prior for Single-Photon Counting Image Denoising",Optics Express, 29(14), pp. 21664-21682, 2021.（IF=3.894）
108.Jiaming Wang, Zhenfeng Shao, Xiao Huang, Tao Lu, Ruiqian Zhang, andJiayi Ma. "Enhanced image prior for unsupervised remoting sensing super-resolution",Neural Networks, 143, pp. 400-412, 2021.（IF=8.05）
109.Hao Zhang, Han Xu, Xin Tian, Junjun Jiang, andJiayi Ma*. "Image fusion meets deep learning: A survey and perspective",Information Fusion, 76, pp. 323-336, 2021.（IF=12.975）
110.Jiayi Ma, Chengli Peng, Xin Tian, and Junjun Jiang. "DBDnet: A Deep Boosting Strategy for Image Denoising",IEEE Transactions on Multimedia, In Press.（IF=6.513）
111.Kaining Zhang, Xingyu Jiang, Xiaoguang Mei, Huabing Zhou, andJiayi Ma*. "Motion Field Consensus with Locality Preservation: A Geometric Confirmation Strategy for Loop Closure Detection", in Proceedings of theIEEE/RSJ International Conference on Intelligent Robots and Systems(IROS), 2021.
112.Hao Zhang andJiayi Ma*. "SDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion",International Journal of Computer Vision, 2021, In Press.（IF=7.41）
113.Ganghui Fan, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "Hyperspectral Anomaly Detection with Robust Graph Autoencoders", IEEE Transactions on Geoscience and Remote Sensing, 2021, In Press.（IF=5.6）
114.Guang Hua, Han Liao, Haijian Zhang, Dengpan Ye, and Jiayi Ma. "Robust ENF Estimation Based on Harmonic Enhancement and Maximum Weight Clique", IEEE Transactions on Information Forensics and Security, 2021, In Press.（IF=7.178）
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
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，张彦铎，吴云韬，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，58(2), pp. 436-443, 2021.（CCF A类）
其它：
获奖情况： 2021.4,爱思唯尔2020“中国高被引****”
2020, 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, 第九届吴文俊人工智能优秀青年奖
2018.8, 湖北省自然科学一等奖（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）
2015.12, 湖北省“优秀博士学位论文”
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： IEEE Senior Member；
担任Information Fusion（SCI，中科院一区，IF=12.975）领域主编；
担任Neurocomputing（SCI，中科院二区，IF=5.719）编委；
担任Sensors（SCI，中科院二区，IF=3.576）编委；
担任Entropy（SCI，中科院三区，IF=2.524）编委；
担任《中国图象图形学报》青年编委；
担任《遥感技术与应用》编委；
担任Remote Sensing（SCI，中科院二区，IF=4.848）客座编辑；
担任Mathematical Problems in Engineering（SCI，中科院四区，IF=1.305）客座编辑，Special Issue "Advanced Pattern and Structure Discovery from Complex Multimedia Data Environments", call for paper担任Entropy（SCI，中科院三区，IF=2.524）客座编辑，Special Issue "Advances in Image Fusion"，call for paper
担任Sensors（SCI，中科院三区，IF=3.576）客座编辑，Special Issue "Research and Application of Robust Hyperspectral Image",call for paper
下列学术期刊会议审稿人：
IEEE TPAMI/TIP/TSP/TIFS/TMI/TNNLS/TCYB/TCI/TIE/TII/TFS/TVCG/TGRS/TMM/TCSVT/TASE/TIM、IJCV、PR、INFFUS、CVPR、ICCV、ECCV、ICML、NeurIPS、SIGGRAPH、AAAI、IJCVI、ACM MM等。

所带研究生情况： 个人网页（谷歌）：https://sites.google.com/site/jiayima2013/home实验室网站：http://mvp.whu.edu.cn
欢迎有志青年申报我的研究生。满足以下条件者优先考虑：
有志科学研究，对算法研究兴趣浓厚者；
具有较好数学基础者；
具有较好的编程能力者(Python、Matlab、C/C++等)；
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（jyma2010@gmail.com）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（国家公派联合培养）等多种机会。
截止2021年6月，指导研究生情况：
姓名，年级，已发表一作（含导师一作学生二作）论文情况，毕业去向
蒋兴宇，2017级专硕2019级博士，1篇IJCV、2篇IEEE TIP、1篇PR、2篇IEEE TGRS、1篇Information Fusion、1篇ICASSP，在读；
余威，2017级专硕，2篇Information Fusion，百度；
梁鹏伟，2017级专硕，1篇Information Fusion，阿里；
周怡，2017级学硕，1篇CVIU，国家电网；
彭程里，2018级博士，1篇PR、1篇TMM、1篇TGRS、1篇Neural Networks、1篇JCST，在读；
徐涵，2018级学硕2020级博士，1篇IEEE TPAMI、2篇IEEE TIP、1篇Information Fusion、1篇IEEE TGRS、1篇IEEE TIM、1篇IJCAI、1篇AAAI，在读；
王歆雅，2018级学硕2020级博士，1篇IEEE TIE、1篇IEEE TGRS、1篇FITEE、1篇ICASSP，在读；
范翱翔，2018级学硕，1篇ECCV，在读；
张浩，2019级专硕，1篇AAAI、1篇IJCV、1篇IEEE TIE、2篇ISPRS P&RS、2篇Information Fusion、1篇IEEE TIM，在读；
王阳，2019级专硕，1篇Neurocomputing，阿里；
乐朱亮，2019级专硕，1篇IEEE TCI、1篇Information Fusion、1篇NCAA，阿里；
张恺宁，2019级学硕，1篇ICRA、1篇IROS、1篇IEEE TITS，在读；
高文静，2019级学硕，在读；
唐霖峰，2020级学硕，1篇IEEE TIM，在读；
邓宇新，2020级学硕，在读；
李梓卓，2020级专硕，在读。