在CVPR、ICCV、ICML、NeurIPS、IJCV、IEEE TPAMI、Cell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200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），谷歌学术引用三万余次，H指数84。部分代表性论文包括：

1、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）

2、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）

3、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）

4、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）

5、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）

6、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）

7、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）

8、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）

9、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）

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.（IF=10.6，入选ESI Highly Cited Papers）

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.（IF=10.6，入选ESI Highly Cited Papers）

12、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）

13、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）

14、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）

15、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）

16、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）

17、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）

18、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）

19、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）

20、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.

21、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）

22、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）

23、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）

24、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）

25、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）

26、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）

27、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）

28、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）

29、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）

30、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）

31、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，钱学森论文奖，IEEE/CAA JAS最佳论文奖，入选ESI Hot Papers & ESI Highly Cited Papers）

32、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）

33、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）

34、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）

35、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）

36、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）

37、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）

38、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）

39、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, Oct. 2023.（IF=23.6）

40、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）

41、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）

42、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）

43、Xingyu Jiang and Jiayi Ma*. "Robust Model Reasoning and Fitting via Dual Sparsity Pursuit", in Advances in Neural Information Processing Systems (NeurIPS), pp. 71375-71392, 2023.（CCF A类会议，Spotlight）

44、Shihua Zhang and Jiayi Ma*. "ConvMatch: Rethinking Network Design for Two-View Correspondence Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(5), pp. 2920-2935, 2024.（IF=23.6） 

45、Hao Zhang, Linfeng Tang, Xinyu Xiang, Xuhui Zuo, and Jiayi Ma*. "Dispel Darkness for Better Fusion: A Controllable Visual Enhancer based on Cross-modal Conditional Adversarial Learning", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 26487-26496, 2024.（CCF A类会议）

46、Shihua Zhang, Zizhuo Li, Yuan Gao, and Jiayi Ma*. "DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 20278-20287, 2024.（CCF A类会议）

47、Hao Zhang, Xuhui Zuo, Jie Jiang, Chunchao Guo, and Jiayi Ma*. "MRFS: Mutually Reinforcing Image Fusion and Segmentation", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 26974-26983, 2024.（CCF A类会议）

48、Xunpeng Yi, Han Xu, Hao Zhang, Linfeng Tang, Jiayi Ma*. "Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion", in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 27026-27035, 2024.（CCF A类会议）

49、Zhen Yang, Jun Yue, Pedram Ghamisi, Shiliang Zhang, Jiayi Ma, and Leyuan Fang. "Open Set Recognition in Real World", International Journal of Computer Vision, 132(8), pp. 3208-3231, 2024.（IF=19.5）

50、Guobao Xiao, Jun Yu, Jiayi Ma, Deng-Ping Fan, and Ling Shao. "Latent Semantic Consensus For Deterministic Geometric Model Fitting", IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(9), pp. 6139-6153, 2024.（IF=23.6）

51、Wenhui Hong, Hao Zhang, and Jiayi Ma*. "MERF: A Practical HDR‐like Image Generator via Mutual‐guided Learning between Multi-exposure Registration and Fusion", IEEE Transactions on Image Processing, 33, pp. 2361-2376, 2024.（IF=10.6）

52、Han Xu, Hao Zhang, Xunpeng Yi, and Jiayi Ma*. "CRetinex: A Progressive Color-shift Aware Retinex Model for Low-light Image Enhancement", International Journal of Computer Vision, 132(9), pp. 3610-3632, 2024.（IF=19.5）

53、Kaining Zhang and Jiayi Ma*. "Sparse-to-dense Multimodal Image Registration via Multi-Task Learning", in Proceedings of the International Conference on Machine Learning (ICML), pp. 59490-59504, 2024.（CCF A类会议）

54、Guobao Xiao, Xin Liu, Zhen Zhong, Xiaoqin Zhang, Jiayi Ma, and Haibin Ling. "T-Net++: Effective Permutation-Equivariance Network for Two-View Correspondence Pruning", IEEE Transactions on Pattern Analysis and Machine Intelligence, In Press.（IF=23.6）

55、Zizhuo Li, Shihua Zhang, and Jiayi Ma*. "U-Match: Exploring Hierarchy-aware Local Context for Two-view Correspondence Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence, In Press.（IF=23.6）

56、Qian Hu, Xinya Wang, Junjun Jiang, Xiao-Ping Zhang, and Jiayi Ma*. "Exploring the Spectral Prior for Hyperspectral Image Super-resolution", IEEE Transactions on Image Processing, 33, pp. 5260-5272, 2024.（IF=10.6）

57、Xiaojie Qiu#*, Daniel Y. Zhu#, Yifan Lu#, ..., Jiayi Ma*, et al. "Spatiotemporal modeling of molecular holograms", Cell, In Press.（IF=45.5）

58、Hao Zhang, Lei Cao, and Jiayi Ma*. "Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model", in Advances in Neural Information Processing Systems (NeurIPS), 2024 (Spotlight，CCF A类会议).

59、Yifan Lu and Jiayi Ma*. "Feature Matching via Graph Clustering with Local Affine Consensus", International Journal of Computer Vision, In Press.

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
查看更多论文请点击