Jiayi Ma (马佳义)

Phone: +86-13618605278
Email: jyma2010 (at) gmail dot com; jiayima (at) whu dot edu dot cn



Short Biography

I am currently an Assistant Professor with the Electronic Information School, Wuhan University, Wuhan, China. I have received my BS degree from the Department of Mathematics, and the PhD degree from the School of Automation, Huazhong University of Science and Technology, Wuhan, China, in 2008 and 2014, respectively. From September 2012 to September 2013, I was an exchange student in Department of Statistics, University of California, Los Angeles, supervised by Prof. Alan L. Yuille.


Research Interests

Generally speaking, my research interests lie in computer vision and machine learning. My current research is focused on point/feature/image matching/registration.

Academic Activities

Reviewer for the following conferences/journals: 
  • SIGGRAPH 2015
  • International Journal of Computer Vision
  • Computer Vision and Image Understanding
  • IEEE Transactions on Visualization and Computer Graphics
  • IEEE Transactions on Cybernetics
  • IEEE Signal Processing Letters
  • IEEE Geoscience and Remote Sensing Letters
  • Pattern Recognition Letters
  • Neurocomputing
  • Infrared Physics & Technology
I was named as most valued reviewer of 2014 by the journal of Infrared Physics & Technology.


Ph.D. Dissertation

My Ph.D. dissertation  (in Chinese) is available at 博士论文.pdf.
I have received the CAAI (Chinese Association for Artificial Intelligence) Outstanding Doctorial Dissertation Award.


Publications
    2015
    • Jiayi Ma, Ji Zhao, and Alan L. Yuille. "Non-Rigid Point Set Registration by Preserving Global and Local Structures", IEEE Transactions on Image Processing, 2015, In Press.
    • Chang Li, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral image denoising using the robust low-rank tensor recovery", JOSA A, 2015, In Press.
    • 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, 2015, In Press.
    • Junjun Jiang, Ruimin Hu, Zhongyuan Wang, Zhen Han, and Jiayi Ma. "Facial Image Hallucination through Coupled-Layer Neighbor Embedding", IEEE Transactions on Circuits and Systems for Video Technology, 2015, In Press.
    • Xiaoguang Mei, Yong Ma, Fan Fan, Chang Li, Chengyin Liu, Jun Huang, and Jiayi Ma. "Infrared ultraspectral signature classification based on restricted Boltzmann machine with sparse and prior constraints", International Journal of Remote Sensing, 2015, In Press.
    • Ji Zhao, Deyu Meng, and Jiayi Ma. "Density-Based Region Search with Arbitrary Shape for Object Localization", IET Computer Vision, 2015, In Press.
    • Ke Shang, Xiao Sun, Jinwen Tian, Yansheng Li, and Jiayi Ma. "Infrared small target detection via multi-direction line reconstruction and information entropy-induced suppression", Sensors, 2015, In Press.
    • Xiaoguang Mei, Yong Ma, Chang Li, Fan Fan, Jun Huang, and Jiayi Ma. "A Real-Time Infrared Ultraspectral Signature Classification Method via Spatial Pyramid Matching", Sensors, 15(7), 15868-15887, 2015.
    • Changcai Yang, Jiayi Ma*, Shengxiang Qi, Jinwen Tian, Sheng Zheng, and Xin Tian. "Directional support value of Gaussian transformation for infrared small target detection", Applied Optics, 54(9), pp. 2255-2265, 2015 (PDF).
    • Jiayi Ma, Yong Ma, Ji Zhao, and Jinwen Tian. "Image Feature Matching via Progressive Vector Field Consensus", IEEE Signal Processing Letters, 22(6), pp. 767-771, 2015 (PDF).
    • 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 (PDF) (code).
    • 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 (PDF(This paper has been selected as ESI Hot Papers).
    • Jun Chen, Jiayi Ma, Changcai Yang, Li Ma, and Sheng Zheng. ''Non-Rigid Point Set Registration via Coherent Spatial Mapping'', Signal Processing, 106, pp. 62-72, 2015 (PDF).
    2014
    • Changcai Yang, Huabing Zhou, Sheng Sun, Renfeng Liu, Ji Zhao, and Jiayi Ma. "Good match exploration for infrared face recognition", Infrared Physics & Technology, 67, pp. 111-115, 2014 (PDF).
    • Changcai Yang, Jiayi Ma*, Meifang Zhang, Sheng Zheng, and Xin Tian. "Multiscale Facet Model for Infrared Small Target Detection", Infrared Physics & Technology, 67, pp. 202-209, 2014 (PDF).
    • Jun Chen, Jiayi Ma*, Changcai Yang, and Jinwen Tian. ''Mismatch removal via coherent spatial relations'', Journal of Electronic Imaging, 23(4), pp. 043012, 2014 (PDF).
    • 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 (PDF).
    • 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 (PDF) (code: matlab-short, matlab-long, opencv) (This paper has been selected as ESI Hot Papers & ESI Highly Cited Papers).
    • Jiayi Ma, Jun Chen, Delie Ming, and Jinwen Tian. "A Mixture Model for Robust Point Matching Under Multi-Layer Motion", PLoS One, 9(3), pp. e92282, 2014 (PDF).
    • Yuan Gao, Jiayi Ma, Ji Zhao, Jinwen Tian, and Dazhi Zhang. "A Robust and Outlier-Adaptive Method for Non-Rigid Point Registration", Pattern Analysis and Applications, 17(2), pp. 379-388, 2014 (PDF).
    2013
          • 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 (PDF) (code: matlab-short, matlab-long, opencv) (This paper has been selected as ESI Hot Papers).
          • Jiayi Ma, Ji Zhao, and Jinwen Tian. "Nonrigid Image Deformation Using Moving Regularized Least Squares", IEEE Signal Processing Letters, 20(10), pp. 988-991, 2013 (PDF).
          • 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 (PDF) (code).
          • Tian Tian, Ishwar Sethi, Delie Ming, Yun Zhang, and Jiayi Ma. "LIPID: Local Image Permutation Interval Descriptor", in Proceedings of International Conference on Machine Learning and Applications (ICMLA), pp. 513-518, 2013.
                2012
                  • Jiayi Ma, Ji Zhao, Yu Zhou, and Jinwen Tian. "Mismatch Removal via Coherent Spatial Mapping", in Proceedings of IEEE International Conference on Image Processing (ICIP), pp. 1-4, 2012 (PDF) (code).
                  • Jiayi Ma, Ji Zhao, Huabing Zhou, Changcai Yang, and Jinwen Tian. "A Robust Method for Estimating Two-View Geometry", in Proceedings of IEEE International Conference on Image Processing (ICIP), pp. 1745-1748, 2012 (PDF).
                  • Ji Zhao, Jiayi Ma, Jinwen Tian, Jie Ma, and Sheng Zheng. "Boundary Extraction Using Supervised Edgelet Classification", Optical Engineering, 51(1), pp. 017002, 2012 (PDF).
                  2011
                  • 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 (PDF) (code: matlab-short, matlab-long, opencv).
                  • Yuan Gao, Jiayi Ma, Wenjuan Jiang, and Jinwen Tian. "Obstacle detection by ground homograph estimation during autonomous navigation", in Proceedings of SPIE, pp. 80030K, 2011.
                  • Wenjuan Jiang, Yuan Gao, Jiayi Ma, Dazhi Zhang, and Jinwen Tian. "Terrain reconstruction algorithm based on epipolar line rectification and dense matching", in Proceedings of SPIE, pp. 80041I, 2011.
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