Jiayi Ma (马佳义), Associate Professor

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



Short Biography

I am currently an Associate Professor with the Electronic Information School, Wuhan University, Wuhan, China. I have received my BS degree of Information and Computing Science, and the PhD degree of Control Science and Engineering, both from 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. I am a Post-Doctoral with the Electronic Information School, Wuhan University since August 2014, and received an accelerated promotion to Associate Professor in December 2015.


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
  • IEEE Transactions on Signal Processing
  • IEEE Transactions on Image Processing
  • IEEE Transactions on Visualization and Computer Graphics
  • IEEE Transactions on Cybernetics
  • IEEE Signal Processing Letters
  • IEEE Geoscience and Remote Sensing Letters
  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  • Pattern Recognition
  • Computer Vision and Image Understanding
  • Information Fusion
  • Computational Statistics & Data Analysis
  • Pattern Recognition Letters
  • Machine Vision and Application
  • Neurocomputing
  • Visual Computer
  • 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 IntelligenceExcellent Doctoral Dissertation Award (a total of 8 winner in China).
I have received the CAA (Chinese Association of AutomationExcellent Doctoral Dissertation Award (a total of 10 winner in China).
I have received the Excellent Doctoral Dissertation Award of Hubei Province.


Publications
    2016
    • Chengyin Liu, Jiayi Ma*, Yong Ma, and Jun Huang. "Retinal Image Registration via Feature Guided Gaussian Mixture Model", JOSA A, 2016, In Press.
    • Jun Chen, Linbo Luo, Chengyin Liu, Jin-Gang Yu, and Jiayi Ma. "Non-Rigid Registration of Remote Sensing Images via Sparse and Dense Feature Matching", JOSA A, 2016, In Press.
    • Jiayi Ma, Jun Chen, and Yong Ma. "Registration of Remote Sensing Images with Non-Rigid Distortions", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2016, In Press.
    • Yong Ma, Chang Li, and Jiayi Ma. "Robust Sparse Unmixing of Hyperspectral Data", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2016, In Press.
    • Yong Ma, Jun Chen, Chen Chen, Fan Fan, and Jiayi Ma. "Infrared and Visible Image Fusion Using Total Variation Model", Neurocomputing, 2016, In Press.
    • Chang Li, Yong Ma, Jun Huang, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "GBM-Based Unmixing of Hyperspectral Data Using Bound Projected Optimal Gradient Method", IEEE Geoscience and Remote Sensing Letters, 2016, In Press.
    • Jun Chen, Yong Wang, Linbo Luo, Jin-Gang Yu, and Jiayi Ma. "Image Retrieval based on Image-to-Class Similarity", Pattern Recognition Letters, 2016, 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, 2016, In Press.
    • Jiayi Ma, Junjun Jiang, Yuan Gao, Jun Chen, and Chengyin Liu. "Robust Image Matching via Feature Guided Gaussian Mixture Model", IEEE International Conference on Multimedia and Expo (ICME), 2016 (Oral, Acceptance rate: 15%).
    • 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, Sept. 2016 (PDF) (Code).
    • Chang Li, Yong Ma, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Hyperspectral Image Classification with Robust Sparse Representation", IEEE Geoscience and Remote Sensing Letters, 13(5), pp. 641-645, May 2016.
    • Zhe Liu, Yong Ma, Jun Huang, Fan Fan, and Jiayi Ma. "A Registration Based Nonuniformity Correction Algorithm for Infrared Line Scanner", Infrared Physics & Technology, 76, pp. 667-675, May 2016.
    • Ke Shang, Xiao Sun, Jinwen Tian, Yansheng Li, and Jiayi Ma. "Infrared small target detection via line-based reconstruction and entropy-induced suppression", Infrared Physics & Technology, 76, pp. 75-81, May 2016.
    • Jinhui Han, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "An Infrared Small Target Detecting Algorithm Based on Human Visual System", IEEE Geoscience and Remote Sensing Letters, 13(3), pp. 452-456, Mar. 2016.
    • Huabing Zhou, Jiayi Ma*, Changcai Yang, Sheng Sun, Renfeng Liu, and Ji Zhao. "Non-Rigid Feature Matching for Remote Sensing Images via Probabilistic Inference with Global and Local Regularizations", IEEE Geoscience and Remote Sensing Letters, 13(3), pp. 374-378, Mar. 2016.
    • 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, Jan. 2016 (Code).
    2015
    • Ji Zhao, Deyu Meng, and Jiayi Ma. "Density-Based Region Search with Arbitrary Shape for Object Localization", IET Computer Vision, 9(6), pp. 943-949, Dec. 2015.
    • 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, Dec. 2015 (PDF) (Code).
    • Xiao Sun, Ke Shang, Delie Ming, Jinwen Tian, and Jiayi Ma. "A Biological Inspired Framework for Contour Detection Using Superpixel-Based Candidates and Hierarchical Visual Cues", Sensors, 15(10), pp. 26654-26674, Oct. 2015.
    • 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, 36(18),  pp. 4724-4747, Oct. 2015.
    • Chang Li, Yong Ma, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral image denoising using the robust low-rank tensor recovery", JOSA A, 32(9), pp. 1604-1612, Sept. 2015.
    • 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), pp. 15868-15887, Jul. 2015.
    • 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, Jun. 2015 (PDF).
    • 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, Apr. 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, Mar. 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, Mar. 2015 (PDF) (code).
    • 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, Jan. 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, Nov. 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, Nov. 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, Aug. 2014.
    • 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, May 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, Apr. 2014 (PDF) (code: matlab-short, matlab-long, opencv, code for shape matching).
    • 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, Mar. 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, Feb. 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, Dec. 2013 (PDF) (code: matlab-short, matlab-long, opencv, code for shape matching).
    • Jiayi Ma, Ji Zhao, and Jinwen Tian. "Nonrigid Image Deformation Using Moving Regularized Least Squares", IEEE Signal Processing Letters, 20(10), pp. 988-991, Oct. 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 (Oral) (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, Jan. 2012.
    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, code for shape matching).
    • 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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