马佳义

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： 最优化理论与方法
图像分析与理解实践
博士英语
研究生论文写作
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科研项目
2023.01-2026.12，国家自然科学基金面上项目，基于深度神经网络的自适应多场景图像融合统一模型及应用研究，主持
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，主持
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，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，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，主持
2016.07-2019.06，“人才振兴计划”优秀人才培育项目，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，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，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，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，主持
主要论文及著作： 在CVPR、ICCV、ECCV、IJCV、IEEE TPAMI、IEEE TIP等重要国际学术会议和期刊上发表学术论文300余篇，其中SCI检索200余篇，中科院一区期刊或CCF A类会议150余篇，ESI高被引论文50余篇，ESI热点论文20余篇（即引用排名本学科领域前0.1%的论文），被引用两万余次。部分TOP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）
  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）
  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=8，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.（IF=10.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  5. 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=8.2，入选ESI Hot Papers & ESI Highly Cited Papers）
  6. 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=5.4，入选ESI Hot Papers & ESI Highly Cited Papers）
  7. 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=8，入选ESI Hot Papers & ESI Highly Cited Papers）
  8. 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=10.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  9. 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=18.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  10. 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=11.8，入选ESI Highly Cited Papers）
  11. 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=7.3，入选ESI Highly Cited Papers）
  12. 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)
  13. 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=10.6，入选ESI Highly Cited Papers）
  14. 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)
  15. 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=8.2，入选ESI Highly Cited Papers）
  16. 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=8.2，入选ESI Hot Papers & ESI Highly Cited Papers）
  17. 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=10.4，入选ESI Highly Cited Papers）
  18. 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=18.6，Invited Paper，入选ESI Hot Papers & ESI Highly Cited Papers）
  19. 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=19.5，入选ESI Hot Papers & ESI Highly Cited Papers）
  20. 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=8.2，入选ESI Highly Cited Papers）
  21. 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=18.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  22. 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.（IF=10.6，入选ESI Highly Cited Papers）
  23. 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=10.6，入选ESI Highly Cited Papers）
  24. 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.（IF=8.2）
  25. 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）
  26. 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=8）
  27. 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 IEEE International Conference on Computer Vision (ICCV), pp. 3106-3115, 2019.（CCF A类会议，Oral）
  28. 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. (Oral，CCF A类会议)
  29. 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=23.6）
  30. 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.（IF=11.8）
  31. 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.（IF=23.6）
  32. 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=7.7）
  33. 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=18.6，入选ESI Highly Cited Papers）
  34. 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=10.6，入选ESI Highly Cited Papers）
  35. 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=7.7）
  36. 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. (CCF A类会议)
  37. 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. (CCF A类会议)
  38. 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=10.6，入选ESI Highly Cited Papers）
  39. 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）
  40. 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）
  41. 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=10.6）
  42. 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=18.6，入选ESI Highly Cited Papers）
  43. 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.（IF=5.4）
  44. 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=10.6）
  45. Chengli Peng and Jiayi Ma*. "Semantic segmentation using stride spatial pyramid pooling and dual attention decoder", Pattern Recognition, 107, pp. 107498, 2020.（IF=8）
  46. 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=10.6）
  47. 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), pp. 462-478, 2020.
  48. 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=8.2，入选ESI Highly Cited Papers）
  49. 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, 59(6), pp. 5258-5271, 2021.（IF=8.2）
  50. 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=19.5，入选ESI Hot Papers & ESI Highly Cited Papers）
  51. Yansheng Li, Jiayi Ma*, and Yongjun Zhang. "Image retrieval from remote sensing big data: A Survey", Information Fusion, 67, pp. 94-115, 2021.（IF=18.6，入选ESI Highly Cited Papers）
  52. Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, and Han Xu. "GANMcC: A Generative Adversarial Network with Multiclassification Constraints for Infrared and Visible Image Fusion", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5005014, 2021.（IF=5.6，入选ESI Highly Cited Papers）
  53. 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=19.5，入选ESI Highly Cited Papers）
  54. Qingyu Song, Changan Wang, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Jian Wu, and Jiayi Ma. "To Choose or to Fuse? Scale Selection for Crowd Counting", in Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI), pp. 2576-2583, 2021.（CCF A类会议）
  55. Hao Zhang and Jiayi 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=12.7，入选ESI Highly Cited Papers）
  56. Han Xu, Xinya Wang, and Jiayi Ma*. "DRF: Disentangled Representation for Visible and Infrared Image Fusion", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5006713, 2021.（IF=5.6）
  57. 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，入选ESI Hot Papers & ESI Highly Cited Papers，IF=18.6）
  58. 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=5.4）
  59. Kaining Zhang, Zizhuo Li, and Jiayi Ma*. "Appearance-based Loop Closure Detection via Bidirectional Manifold Representation Consensus", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 6811-6817, 2021.
  60. Xinyu Ye and Jiayi Ma*. "Visual Place Recognition via Local Affine Preserving Matching", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 12954-12960, 2021.
  61. 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=19.5）
  62. 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. 5009513, 2021.（IF=5.6，入选ESI Highly Cited Papers）
  63. Guobao Xiao, Shiping Wang, Han Wang, and Jiayi Ma*. "Mining consistent correspondences using co-occurrence statistics", Pattern Recognition, 119, pp. 108062, 2021.（IF=8）
  64. Han Xu and Jiayi Ma*. "EMFusion: An unsupervised enhanced medical image fusion network", Information Fusion, 76, pp. 177-186, 2021.（IF=18.6）
  65. Hao Zhang, Han Xu, Xin Tian, Junjun Jiang, and Jiayi Ma*. "Image fusion meets deep learning: A survey and perspective", Information Fusion, 76, pp. 323-336, 2021.（IF=18.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  66. Kaining Zhang, Xingyu Jiang, Xiaoguang Mei, Huabing Zhou, and Jiayi Ma*. "Motion Field Consensus with Locality Preservation: A Geometric Confirmation Strategy for Loop Closure Detection", in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 445-451, 2021.
  67. Hao Zhang and Jiayi Ma*. "SDNet: A Versatile Squeeze-and-Decomposition Network for Real-Time Image Fusion", International Journal of Computer Vision, 129(10), pp. 2761-2785, 2021.（IF=19.5，入选ESI Highly Cited Papers）
  68. Peng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang, Tao Lu, Xin Tian, and Jiayi Ma. "Omniscient Video Super-Resolution", in Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 4429-4438, 2021.（CCF A类会议）
  69. Zhen Zhong, Guobao Xiao, Linxin Zheng, Yan Lu, and Jiayi Ma. "T-Net: Effective Permutation-Equivariant Network for Two-View Correspondence Learning", in Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 1950-1959, 2021.（CCF A类会议）
  70. Changan Wang, Qingyu Song, Boshen Zhang, Yabiao Wang, Ying Tai, Xuyi Hu, Chengjie Wang, Jilin Li, Jiayi Ma, and Yang Wu. "Uniformity in Heterogeneity: Diving Deep into Count Interval Partition for Crowd Counting", in Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 3234-3242, 2021.（CCF A类会议）
  71. Han Xu, Hao Zhang, and Jiayi Ma*. "Classification Saliency-based Rule for Visible and Infrared Image Fusion", IEEE Transactions on Computational Imaging, 7, pp. 824-836, 2021.（IF=5.4）
  72. Hao Zhang, Jiteng Yuan, Xin Tian, and Jiayi Ma*. "GAN-FM: Infrared and Visible Image Fusion Using GAN with Full-scale Skip Connection and Dual Markovian Discriminators", IEEE Transactions on Computational Imaging, 7, pp. 1134-1147, 2021.（IF=5.4）
  73. Jiayi Ma, Zizhuo Li, Kaining Zhang, Zhenfeng Shao, and Guobao Xiao. "Robust feature matching via neighborhood manifold representation consensus", ISPRS Journal of Photogrammetry and Remote Sensing, 183, pp. 196-209, 2022.（IF=12.7）
  74. 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, 44(1), pp. 502-518, 2022.（IF=23.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  75. 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, 33(2), pp. 839-852, 2022.（IF=10.4，入选ESI Highly Cited Papers）
  76. 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, 60, pp. 5600714, 2022.（IF=8.2）
  77. 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, 44(5), pp. 2264-2280, 2022.（IF=23.6，入选ESI Highly Cited Papers）
  78. Xin Tian, Yuerong Chen, Changcai Yang, and Jiayi Ma*. "Variational Pansharpening by Exploiting Cartoon-texture Similarities", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5400416, 2022.（IF=8.2，入选ESI Highly Cited Papers）
  79. Chengli Peng, Kaining Zhang, Yong Ma, and Jiayi 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, 60, pp. 5601313, 2022.（IF=8.2，入选ESI Highly Cited Papers）
  80. Jun Chen, Xuejiao Li, Linbo Luo, and Jiayi Ma*. "Multi-focus Image Fusion Based on Multi-scale Gradients and Image Matting", IEEE Transactions on Multimedia, 24, pp. 655-667, 2022.（IF=7.3）
  81. Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Hyperspectral Image Super-Resolution via Recurrent Feedback Embedding and Spatial-Spectral Consistency Regularization", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5503113, 2022.（IF=8.2，入选ESI Highly Cited Papers）
  82. 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, 23(7), pp. 7896-7909, 2022.（IF=8.5）
  83. Kaining Zhang, Xingyu Jiang, and Jiayi Ma*. "Appearance-based Loop Closure Detection via Locality-driven Accurate Motion Field Learning", IEEE Transactions on Intelligent Transportation Systems, 23(3), pp. 2350-2365, 2022.（IF=8.5）
  84. Xin Tian, Kun Li, Zhongyuan Wang, and Jiayi Ma*. "VP-Net: An Interpretable Deep Network for Variational Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5400416, 2022.（IF=8.2）
  85. Jiayi Ma, Chengli Peng, Xin Tian, and Junjun Jiang. "DBDnet: A Deep Boosting Strategy for Image Denoising", IEEE Transactions on Multimedia, 24, pp. 3157-3168, 2022.（IF=7.3）
  86. Aoxiang Fan, Jiayi Ma*, Xingyu Jiang, and Haibin Ling. "Efficient Deterministic Search with Robust Loss Functions for Geometric Model Fitting", IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(11), pp. 8212-8229, 2022.（IF=23.6）
  87. Jiayi Ma, Wenjing Gao, Yong Ma, Jun Huang, and Fan Fan. "Learning Spatial-Parallax Prior Based on Array Thermal Camera for Infrared Image Enhancement", IEEE Transactions on Industrial Informatics, 18(10), pp. 6642-6651, 2022.（IF=12.3）
  88. Jiayi Ma, Shenyue Wang, Kaining Zhang, Zheng He, Jun Huang, and Xiaoguang Mei. "Fast and Robust Loop-closure Detection via Convolutional Auto-encoder and Motion Consensus", IEEE Transactions on Industrial Informatics, 18(6), pp. 3681-3691, 2022.（IF=12.3）
  89. Xin Tian, Wei Zhang, Yuerong Chen, Zhongyuan Wang, and Jiayi Ma*. "HyperFusion: A Computational Approach for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5518216, 2022.（IF=8.2，入选ESI Highly Cited Papers）
  90. Zizhuo Li, Yong Ma, Xiaoguang Mei, Jun Huang, and Jiayi Ma*. "Guided neighborhood affine subspace embedding for feature matching", Pattern Recognition, 124, pp. 108489, 2022.（IF=8）
  91. Linfeng Tang, Jiteng Yuan, and Jiayi Ma*. "Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network", Information Fusion, 82, pp. 28-42, 2022.（IF=18.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  92. Xingyu Jiang, Yifan Xia, Xiao-Ping Zhang, and Jiayi Ma*. "Robust image matching via local graph structure consensus", Pattern Recognition, 126, pp. 108588, 2022.（IF=8）
  93. Luanyuan Dai, Yizhang Liu, Jiayi Ma, Lifang Wei, Taotao Lai, Changcai Yang, Riqing Chen. "MS2DG-Net: Progressive Correspondence Learning via Multi Sparse Semantic Dynamic Graph", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8973-8982, 2022.（CCF A类会议）
  94. Han Xu, Jiayi Ma*, Jiteng Yuan, Zhuliang Le, and Wei Liu. "RFNet: Unsupervised Network for Mutually Reinforcing Multi-modal Image Registration and Fusion", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 19679-19688, 2022.（CCF A类会议）
  95. Aoxiang Fan, Jiayi Ma*, Xin Tian, Xiaoguang Mei, and Wei Liu. "Coherent Point Drift Revisited for Non-rigid Shape Matching and Registration", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1424-1434, 2022.（CCF A类会议）
  96. Linfeng Tang, Jiteng Yuan, Hao Zhang, Xingyu Jiang, and Jiayi Ma*. "PIAFusion: A progressive infrared and visible image fusion network based on illumination aware", Information Fusion, 83-84, pp. 79-92, 2022.（IF=18.6，入选ESI Hot Papers & ESI Highly Cited Papers）
  97. Kaining Zhang, Jiayi Ma*, and Junjun Jiang. "Loop Closure Detection with Reweighting NetVLAD and Local Motion and Structure Consensus", IEEE/CAA Journal of Automatica Sinica, 9(6), pp. 1087-1090, 2022.（IF=11.8）
  98. Chengli Peng and Jiayi Ma*. "Domain Adaptive Semantic Segmentation via Entropy-ranking and Uncertain Learning-based Self-training", IEEE/CAA Journal of Automatica Sinica, 9(7), pp. 1524-1527, 2022.（IF=11.8）
  99. Meiqi Gong, Jiayi Ma*, Han Xu, Xin Tian, and Xiao-Ping Zhang. "D2TNet: A ConvLSTM Network with Dual-direction Transfer for Pan-sharpening", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5409114, 2022.（IF=8.2）
  100. Chengli Peng and Jiayi Ma*. "High-quality Wheat Stalk Cross Section Micrograph Measurement via Semantic Segmentation Network", IEEE Transactions on Instrumentation and Measurement, 71, pp. 5010811, 2022.（IF=5.6）
  101. Jiayi Ma, Linfeng Tang, Fan Fan, Jun Huang, Xiaoguang Mei, and Yong Ma. "SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer", IEEE/CAA Journal of Automatica Sinica, 9(7), pp. 1200-1217, 2022.（IF=11.8，2023 Hsue-shen Tsien Paper Award，入选ESI Hot Papers & ESI Highly Cited Papers）
  102. Xingyu Jiang, Yang Wang, Aoxiang Fan, and Jiayi Ma*. "Learning for mismatch removal via graph attention networks", ISPRS Journal of Photogrammetry and Remote Sensing, 190, pp. 181-195, 2022.（IF=12.7）
  103. Jiayi Ma, Aoxiang Fan, Xingyu Jiang, and Guobao Xiao. "Feature Matching via Motion-Consistency Driven Probabilistic Graphical Model", International Journal of Computer Vision, 130, pp. 2249-2264, 2022.（IF=19.5）
  104. Pengwei Liang, Junjun Jiang, Xianming Liu, and Jiayi Ma. "Fusion from Decomposition: A Self-Supervised Decomposition Approach for Image Fusion", in Proceedings of the European Conference on Computer Vision (ECCV), pp. 719-735, 2022.
  105. Youming Deng, Yansheng Li, Yongjun Zhang, Xiang Xiang, Jian Wang, Jingdong Chen, and Jiayi Ma. "Hierarchical Memory Learning for Fine-Grained Scene Graph Generation", in Proceedings of the European Conference on Computer Vision (ECCV), pp. 266-283, 2022.
  106. Yifan Xia and Jiayi Ma*. "Locality-guided Global-preserving Optimization for Robust Feature Matching", IEEE Transactions on Image Processing, 31, pp. 5093-5108, 2022.（IF=10.6）
  107. Xiaojie Guo, Yang Yang, Chaoyue Wang, and Jiayi Ma*. "Image dehazing via enhancement, restoration, and fusion: A survey", Information Fusion, 86-87, pp. 146-170, 2022.（IF=18.6）
  108. Meilong Xu, Linfeng Tang, Hao Zhang, and Jiayi Ma*. "Infrared and visible image fusion via parallel scene and texture learning", Pattern Recognition, 132, pp. 108929, 2022.（IF=8）
  109. Huabing Zhou, Jilei Hou, Yanduo Zhang, Jiayi Ma*, and Haibin Ling. "Unified gradient- and intensity-discriminator generative adversarial network for image fusion", Information Fusion, 88, pp. 184-201, 2022.（IF=18.6）
  110. Xinya Wang, Qian Hu, junjun Jiang, and Jiayi Ma*. "A Group-based Embedding Learning and Integration Network for Hyperspectral Image Super-resolution", IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 5541416, 2022.（IF=8.2）
  111. Linfeng Tang, Yuxin Deng, Yong Ma, Jun Huang, and Jiayi Ma*. "SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness", IEEE/CAA Journal of Automatica Sinica, 9(12), pp. 2121-2137, 2022.（IF=11.8，入选ESI Hot Papers & ESI Highly Cited Papers）
  112. Han Xu, Yucheng Sun, Xiaoguang Mei, Xin Tian, and Jiayi Ma*. "Attention-guided Polarization Image Fusion Using Salient Information Distribution", IEEE Transactions on Computational Imaging, 8, pp. 1117-1130, 2022.（IF=5.4）
  113. Xinya Wang, Yingsong Cheng, Xiaoguang Mei, Junjun Jiang, and Jiayi Ma*. "Group Shuffle and Spectral-Spatial Fusion for Hyperspectral Image Super-Resolution", IEEE Transactions on Computational Imaging, 8, pp. 1223-1236, 2022.（IF=5.4）
  114. Aoxiang Fan, Xingyu Jiang, Yong Ma, Xiaoguang Mei, and Jiayi Ma*. "Smoothness-Driven Consensus Based on Compact Representation for Robust Feature Matching", IEEE Transactions on Neural Networks and Learning Systems, 34(8), pp. 4460-4472, 2023.（IF=10.4）
  115. Jiayi Ma, Yang Wang, Aoxiang Fan, Guobao Xiao, and Riqing Chen. "Correspondence Attention Transformer: A Context-sensitive Network for Two-view Correspondence Learning", IEEE Transactions on Multimedia, 25, pp. 3509-3524, 2023.（IF=7.3）
  116. Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Contrastive Learning for Blind Super-resolution via A Distortion-specific Network", IEEE/CAA Journal of Automatica Sinica, 10(1), pp. 78-89, 2023.（IF=11.8）
  117. Jiayi Ma, Kaining Zhang, and Junjun Jiang. "Loop Closure Detection via Locality Preserving Matching with Global Consensus", IEEE/CAA Journal of Automatica Sinica, 10(2), pp. 411-426, 2023.（IF=11.8）
  118. Xin Tian, Wei Zhang, Dian Yu, and Jiayi Ma*. "Sparse Tensor Prior for Hyperspectral, Multispectral, and Panchromatic Image Fusion", IEEE/CAA Journal of Automatica Sinica, 10(1), pp. 284-286, 2023.（IF=11.8）
  119. Hao Zhang, Hebaixu Wang, Xin Tian, and Jiayi Ma*. "P2Sharpen: A progressive pansharpening network with deep spectral transformation", Information Fusion, 91, pp. 103-122, 2023.（IF=18.6）
  120. Xinyu Ye and Jiayi Ma*. "Neighborhood Manifold Preserving Matching for Visual Place Recognition", IEEE Transactions on Industrial Informatics, 19(7), pp. 8127-8136, 2023.（IF=12.3）
  121. Linfeng Tang, Xinyu Xiang, Hao Zhang, Meiqi Gong, and Jiayi Ma*. "DIVFusion: Darkness-free infrared and visible image fusion", Information Fusion, 91, pp. 477-493, 2023.（IF=18.6）
  122. Han Xu, Haochen Liang, and Jiayi Ma*. "Unsupervised Multi-exposure Image Fusion Breaking Exposure Limits via Contrastive Learning", in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp. 3010-3017, 2023.（CCF A类会议，Oral）
  123. Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp. 3472-3479, 2023.（CCF A类会议，Oral）
  124. Kaining Zhang, Zizhuo Li, and Jiayi Ma*. "Loop Closure Detection with Bidirectional Manifold Representation Consensus", IEEE Transactions on Intelligent Transportation Systems, 24(4), pp. 3949-3962, 2023.（IF=8.5）
  125. Yuxin Deng and Jiayi Ma*. "ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning", IEEE Transactions on Image Processing, 32, pp. 591-602, 2023.（IF=10.6）
  126. Linshan Wu, Leyuan Fang, Xingxin He, Min He, Jiayi Ma, and Zhun Zhong. "Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation", IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(7), pp. 8827-8844, 2023.（IF=23.6）
  127. Yifan Xia, Jie Jiang, Yifan Lu, Wei Liu, and Jiayi Ma*. "Robust feature matching via progressive smoothness consensus", ISPRS Journal of Photogrammetry and Remote Sensing, 196, pp. 502-513, 2023.（IF=12.7）
  128. Yansheng Li, Fanyi Wei, Yongjun Zhang, Wei Chen, and Jiayi Ma*. "HS2P: Hierarchical spectral and structure-preserving fusion network for multimodal remote sensing image cloud and shadow removal", Information Fusion, 94, pp. 215-228, 2023.（IF=18.6）
  129. Hao Zhang and Jiayi Ma*. "IID-MEF: A multi-exposure fusion network based on intrinsic image decomposition", Information Fusion, 95, pp. 326-340, 2023.（IF=18.6）
  130. Jinsheng Xiao, Yuanxu Wu, Yunhua Chen, Shurui Wang, Zhongyuan Wang, and Jiayi Ma. "Video Small Object Detection with Long Short-Term Feature Enhancement Network", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 14613-14622, 2023.（CCF A类会议）
  131. Yifan Lu, Jiayi Ma*, Leyuan Fang, Xin Tian, Junjun Jiang. "Robust and Scalable Gaussian Process Regression and Its Applications", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 21950-21959, 2023.（CCF A类会议）
  132. Linshan Wu, Zhun Zhong, Leyuan Fang, Xingxin He, Qiang Liu, Jiayi Ma, and Hao Chen. "Sparsely Annotated Semantic Segmentation with Adaptive Gaussian Mixtures", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 15454-15464, 2023.（CCF A类会议）
  133. Meiqi Gong, Hao Zhang, Han Xu, Xin Tian, and Jiayi Ma*. "Multipatch Progressive Pansharpening with Knowledge Distillation", IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 5401115, 2023.（IF=8.2）
  134. Zizhuo Li, Shihua Zhang, and Jiayi Ma*. "U-Match: Two-view Correspondence Learning with Hierarchy-aware Local Context Aggregation", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 1169-1176, 2023.（CCF A类会议）
  135. Xinya Wang, Qian Hu, Yingsong Cheng, and Jiayi Ma*. "Hyperspectral Image Super-resolution Meets Deep Learning: A Survey and Perspective", IEEE/CAA Journal of Automatica Sinica, 10(8), pp. 1668-1691, 2023.（IF=11.8）
  136. Zizhuo Li, Yong Ma, Xiaoguang Mei, and Jiayi Ma*. "Two-view correspondence learning using graph neural network with reciprocal neighbor attention", ISPRS Journal of Photogrammetry and Remote Sensing, 202, pp.114-124, 2023.（IF=12.7）
  137. Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma*. "Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity", Information Fusion, 99, pp. 101870, 2023.（IF=18.6）
  138. Han Xu, Jiteng Yuan, and Jiayi Ma*. "MURF: Mutually Reinforcing Multi-modal Image Registration and Fusion", IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10), pp. 12148-12166, 2023.（IF=23.6）
  139. Junchao Zhang, Yidong Luo, Junbin Huang, Ying Liu, and Jiayi Ma*. "Multi-Exposure Image Fusion via Perception Enhanced Structural Patch Decomposition", Information Fusion, 99, pp. 101895, 2023.（IF=18.6）
  140. Chengli Peng, Huafeng Li, Chao Tao, Yansheng Li, and Jiayi Ma*. "MSINet: Mining scale information from digital surface models for semantic segmentation of aerial images", Pattern Recognition, 143, pp. 109785, 2023.（IF=8）
  141. Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, and Jiayi Ma*. "Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), pp. 12302-12311, 2023.（CCF A类会议）
  142. Zizhuo Li, Jiayi Ma*, and Guobao Xiao. "Density-guided Incremental Dominant Instance Exploration for Two-view Geometric Model Fitting", IEEE Transactions on Image Processing, 32, pp. 5408-5422, 2023.（IF=10.6）
  143. Hao Zhang and Jiayi Ma*. "STP-SOM: Scale-transfer Learning for Pansharpening via Estimating Spectral Observation Model", International Journal of Computer Vision, 131(12), pp. 3226-3251, 2023.（IF=19.5）
  144. Xingyu Jiang and Jiayi Ma*. "Robust Model Reasoning and Fitting via Dual Sparsity Pursuit", in Advances in Neural Information Processing Systems (NeurIPS), 2023.（CCF A类会议，Spotlight）
  145. Hebaixu Wang, Hao Zhang, Xin Tian, and Jiayi Ma*. "Zero-Sharpen: A universal pansharpening method across satellites for reducing scale-variance gap via zero-shot variation", Information Fusion, 101, pp. 102003, 2024.（IF=18.6）
  146. Linfeng Tang, Jiayi Ma*, Hao Zhang, and Xiaojie Guo. "DRLIE: Flexible Low-light Image Enhancement via Disentangled Representations", IEEE Transactions on Neural Networks and Learning Systems, In Press.（IF=10.4）
  147. Linfeng Tang, Ziang Chen, Jun Huang, and Jiayi Ma*. "CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping", IEEE Transactions on Multimedia, In Press.（IF=7.3）
  148. Yifan Lu, Jiayi Ma*, Xiaoguang Mei, Jun Huang, and Xiao-Ping Zhang. "Feature Matching via Topology-aware Graph Interaction Model", IEEE/CAA Journal of Automatica Sinica, In Press.（IF=11.8）
  149. Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence, In Press.（IF=23.6）
  150. Yuxin Deng and Jiayi Ma*. "SDGMNet: Statistic-based Dynamic Gradient Modulation for Local Descriptor Learning", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), Feb. 2024.（CCF A类会议）
  151. Hao Zhang, Xuhui Zuo, Huabing Zhou, Tao Lu, and Jiayi Ma*. "A Robust Mutual-reinforcing Framework for 3D Multi-modal Medical Image Fusion based on Visual-semantic Consistency", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), Feb. 2024.（CCF A类会议）
  152. Hebaixu Wang, Meiqi Gong, Xiaoguang Mei, Hao Zhang, and Jiayi Ma*. "Deep Unfolded Network with Intrinsic Supervision for Pan-sharpening", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), Feb. 2024.（CCF A类会议）
  153. Yifan Xia, Yifan Lu, Yuan Gao, and Jiayi Ma*. "Locality Preserving Refinement for Shape Matching with Functional Maps", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), Feb. 2024.（CCF A类会议）
  154. Yuxin Deng, Kaining Zhang, Shihua Zhang, Yansheng Li, and Jiayi Ma*. "ResMatch: Residual Attention Learning for Feature Matching", in Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), Feb. 2024.（CCF A类会议）
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）
  3. 张浩，马佳义*，樊凡，黄珺，马泳. 基于特征空间多分类对抗机制的红外与可见光图像融合. 计算机研究与发展，60(3), pp. 690-704, 2023.（CCF A类）
  4. 唐霖峰，张浩，徐涵，马佳义*. 基于深度学习的图像融合方法综述. 中国图象图形学报，28(1), pp. 3-36, 2023.
其它：
获奖情况：

2023.11, 2023 Hsue-shen Tsien Paper Award（IEEE/CAA JAS最佳论文奖）
2023.3, 爱思唯尔2022“中国高被引学者”
2023.1, IEEE/CAA Journal of Automatica Sinica（SCI，中科院一区，IF=11.8）杰出青年编委奖（Outstanding ECAB Award）
2022.12, Information Fusion（SCI，中科院一区，IF=18.6）最佳编委奖（Best Editor Award）
2022.12, 湖北省自然科学二等奖（第三完成人）
2022.11, 《中国图象图形学报》优秀编委
2022.11, 科睿唯安2022年度全球“高被引科学家”（计算机科学领域）
2022.8, 国家电网有限公司科学技术进步一等奖（第五完成人）
2022.4, 爱思唯尔2021“中国高被引学者”
2021.11, 科睿唯安2021年度全球“高被引科学家”（工程学领域）
2021.4, 爱思唯尔2020“中国高被引学者”
2020, 国家高层次青年人才计划
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=18.6）领域编辑(Area Editor)；
担任IEEE/CAA Journal of Automatica Sinica（SCI，中科院一区，IF=11.8）编委(Associate Editor)；
担任Neurocomputing（SCI，中科院二区，IF=6）编委；
担任Geo-spatial Information Science（SCI二区，IF=6）编委;
担任Image and Vision Computing（SCI二区，IF=4.7）编委；
担任Frontiers in Neuroscience（SCI，中科院三区，IF=4.3）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；
《中国图象图形学报》“图像融合”专题特邀编委call for paperGeneral Co-Chairs for IEEE/CAA Journal of Automatica Sinica, Symposium Series 3 "Multi-source Information Perception and Fusion" 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)。
有意申报硕/博士研究生的同学请通过电子邮箱（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2023年12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，专硕（2017-2019）博士（2019-2022），1篇IJCV、2篇IEEE TIP、2篇PR、2篇IEEE TGRS、1篇Information Fusion、1篇NeurIPS、1篇ICASSP，华中科大博后；
余威，专硕（2017-2019），2篇Information Fusion，百度；
梁鹏伟，专硕（2017-2019），1篇Information Fusion，阿里；
周怡，学硕（2017-2020），1篇CVIU，国家电网；
彭程里，博士（2018-2021），2篇PR、1篇TMM、1篇TGRS、1篇Neural Networks、1篇JCST、1篇IEEE/CAA JAS、1篇IEEE TIM，中南大学讲师；
徐涵，硕博连读（2018-），2篇IEEE TPAMI、2篇IEEE TIP、1篇CVIU、1篇Information Fusion、2篇IEEE TCI、1篇IEEE TGRS、1篇IEEE TIM、1篇CVPR、1篇ICCV、1篇IJCAI、2篇AAAI、1篇RS、1篇图图学报，在读；
王歆雅，硕博连读（2018-），1篇Information Fusion、1篇IEEE TIE、1篇IEEE TGRS、1篇IEEE TCI、3篇IEEE/CAA JAS、1篇Neural Networks、1篇FITEE、1篇ICASSP，在读；
范翱翔，学硕（2018-2021），1篇ECCV、1篇CVPR、1篇IEEE TPAMI、1篇IJCV、1篇IEEE TNNLS，瑞士EPFL读博；
张浩，专硕（2019-2021）博士（2021-），2篇AAAI、2篇IJCV、1篇TCI、1篇IEEE TIE、2篇ISPRS P&RS、4篇Information Fusion、1篇IEEE TIM、1篇计算机研究与发展，在读；
王阳，专硕（2019-2021），1篇Neurocomputing、1篇IEEE TMM、1篇ISPRS P&RS，阿里；
乐朱亮，专硕（2019-2021），1篇IEEE TCI、1篇Information Fusion、1篇NCAA，阿里；
张恺宁，硕博连读（2019-），1篇ICRA、1篇IROS、2篇IEEE TITS、2篇IEEE/CAA JAS，在读；
高文静，学硕（2019-2022），1篇IEEE TII，国家电网；
唐霖峰，硕博连读（2020-），1篇IEEE TIM、1篇TMM、3篇Information Fusion、2篇IEEE/CAA JAS、1篇IEEE TNNLS、1篇PR、1篇图图学报，在读；
邓宇新，硕博连读（2020-），1篇IEEE TIP、2篇AAAI，在读；
李梓卓，专硕（2020-2022）博士（2022-），1篇IJCAI、1篇IEEE TIP、1篇PR、2篇ISPRS P&RS，在读；
夏一帆，直博（2021-），1篇PR、1篇IEEE TIP、1篇ISPRS P&RS、1篇AAAI，在读；
卢意帆，硕博连读（2021-），1篇CVPR、1篇IEEE/CAA JAS，在读；
袁纪腾，专硕（2021-2023），1篇IEEE TCI，阿里；
龚美琪，专硕（2021-2023）博士（2023-），1篇CVIU、2篇TGRS，在读；
王何百旭，学硕（2022-），2篇Information Fusion、1篇AAAI，在读；
胡骞，学硕（2022-），1篇TGRS，在读；
张诗化，学硕（2022-），1篇AAAI、1篇CVIU、1篇IEEE TPAMI，在读；
向昕宇，专硕（2022-），1篇Information Fusion，在读；
伊勋鹏，学硕（2023-），1篇ICCV，在读；
方向，学硕（2023-），在读；
左旭辉，专硕（2023-），1篇AAAI，在读；
燕庆龙，专硕（2023-），在读。


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