馬佳義

馬佳義

馬佳義，博士，武漢大學電子信息學院教授，博士生導師，主要研究方向為計算機視覺、模式識別、圖像處理。

基本介紹

  • 中文名：馬佳義
  • 國籍：中國
  • 畢業院校：華中科技大學
  • 學位/學歷：博士
  • 職業：教師
  • 專業方向：計算機視覺、模式識別、圖像處理
  • 任職院校：武漢大學
  • 職稱：教授
個人經歷,研究方向,學術成果,榮譽獎項,社會兼職,

個人經歷

學習經歷： 2004.9-2008.6，華中科技大學，信息與計算科學，學士
2008.9-2014.6，華中科技大學，控制科學與工程，博士
2012.9-2013.9，加州大學洛杉磯分校（UCLA），統計學，聯合培養博士
任職經歷： 2014.8-2016.5，武漢大學，信息與通信工程，博士後
2016.6-2018.11，武漢大學，信息與通信工程，副教授，碩導，博導
2018.12至今，武漢大學，信息與通信工程，教授，博導

研究方向

主要研究方向： 計算機視覺、模式識別、圖像處理

學術成果

主要科研課題及項目：
2023.01-2026.12，國家自然科學基金面上項目，基於深度神經網路的自適應多場景圖像融合統一模型及套用研究，主持
2020.08-2022.07，湖北省重點研發計畫，特高壓輸電裝備狀態智慧型感知技術研究與套用，主持
2019.01-2021.12，湖北省自然科學基金“傑出青年人才項目”，高精準實時圖像匹配理論及其套用研究，主持
2018.01-2021.12，國家自然科學基金面上項目，基於機率推理的圖像特徵匹配統一理論模型及其套用研究，主持
2016.06-2017.06，中國博士後科學基金會特別資助，圖像特徵匹配的導引混合模型與局部線性遷移約束研究，主持
2016.01-2018.12，國家自然科學基金青年科學基金，圖像特徵匹配的自適應漸進模型與局部線性遷移約束研究，主持
2015.06-2016.08，中國博士後科學基金會面上資助（一等），自適應漸進特徵匹配算法研究及套用，主持
主要論文及著作：
在CVPR、ICCV、ECCV、IJCV、IEEE TPAMI、IEEE TIP等重要國際學術會議和期刊上發表學術論文300餘篇，其中SCI檢索200餘篇，被引用17000餘次。
  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.
  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.
  3. 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.
  4. 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.
  5. 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.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. 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.
  11. 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.
  12. 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.
  13. 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.
  14. 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.
  15. 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.
  16. 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.
  17. 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.
  18. 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.
  19. 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.
  20. 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.
  21. 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.
  22. 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.
  23. 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.
  24. 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.
  25. 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.
  26. 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.
  27. 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.
  28. 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.
  29. 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.
  30. 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.
  31. 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.
  32. 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.
  33. 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.
  34. 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.
  35. 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.
  36. 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.
  37. 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.
  38. 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.
  39. 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.
  40. 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.
  41. 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.
  42. 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.
  43. 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.
  44. Yifan Xia and Jiayi Ma*. "Locality-guided Global-preserving Optimization for Robust Feature Matching", IEEE Transactions on Image Processing, 31, pp. 5093-5108, 2022.
  45. 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), 2023.
  46. Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2023.
  47. Yuxin Deng and Jiayi Ma*. "ReDFeat: Recoupling Detection and Description for Multimodal Feature Learning", IEEE Transactions on Image Processing, 32, pp. 591-602, 2023.
  48. 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, 2023.
  49. 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.
  50. 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.
  51. 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.
  52. 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), Aug. 2023.

榮譽獎項

2022.4, 愛思唯爾2021“中國高被引學者”
2021.11, 科睿唯安2021年度全球“高被引科學家”（工程學領域）
2021.4, 愛思唯爾2020“中國高被引學者”
2020, 國家高層次青年人才計畫
2020.11, 科睿唯安2020年度全球“高被引科學家”（全球6167人，中國大陸770人）
2019.11, 科睿唯安2019年度全球“高被引科學家”（全球6216人，中國大陸636人）
2019.10, 第九屆吳文俊人工智慧優秀青年獎
2018.8, 湖北省自然科學一等獎（第一完成人）
2016.12, 中國自動化學會自然科學獎二等獎（第二完成人）
2015.12, 湖北省“優秀博士學位論文”
2015.9, 中國自動化學會“優秀博士學位論文”（全國10人）
2015.6, 中國人工智慧學會“優秀博士學位論文”（全國8人）
2015年以前, 國家留學基金、國家獎學金、華中科技大學優秀畢業生、三好學生、優秀學生幹部、學習優秀獎學金、自強獎學金等

社會兼職

擔任Information Fusion領域編輯；
擔任IEEE/CAA Journal of Automatica Sinica、Neurocomputing、Geo-spatial Information Science、Frontiers in Neuroscience、《中國圖象圖形學報》、《遙感技術與套用》編委；
IEEE Senior Member.

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