Jiayi Ma (马佳义), Professor

Email: jyma2010 (at) gmail (dot) com; jiayima (at) whu (dot) edu (dot) cn



Short Biography

I am currently a Full 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 was a Post-Doctoral with the Electronic Information School, Wuhan University from August 2014 to November 2015, and received an accelerated promotion to Associate Professor and Full Professor in December 2015 and December 2018, respectively.


Research Interests

Generally speaking, my research interests lie in computer vision and machine learning. My current research is mainly focused on point/feature/image matching/registration, and also includes information fusion, image super resolution, hyperspectral image analysis, infrared imaging, etc.

Academic Activities

Area Editor for Information Fusion;
Associate Editor/Editorial Board for Neurocomputing, Entropy, IEEE Access, Journal of Image and Graphics (中国图象图形学报);
Guest Editor for Remote Sensing, Special Issue "Robust Multispectral/Hyperspectral Image Analysis and Classification";
Lead Guest Editor for Mathematical Problems in Engineering, Special Issue "Advanced Pattern/Structure Discovery from Complex Multimedia Data Environments";
Lead Guest Editor for Entropy, Special Issue "Advances in Image Fusion" [cpf];
Reviewer for the following conferences/journals: 
  • NIPS 2020/ECCV 2020/ICCV 2019/IJCAI 2018-2020/CVPR 2019-2020/AAAI 2019-2020/SIGGRAPH Asia 2018/SDM 2018-2020/IROS 2017/SIGGRAPH 2015/ICMR 2013
  • International Journal of Computer Vision
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • IEEE Transactions on Signal Processing
  • IEEE Transactions on Image Processing
  • IEEE Transactions on Medical Imaging
  • IEEE Transactions on Visualization and Computer Graphics
  • IEEE Transactions on Neural Networks and Learning Systems
  • IEEE Transactions on Cybernetics
  • IEEE Transactions on Geoscience and Remote Sensing
  • IEEE Transactions on Circuits and Systems for Video Technology
  • IEEE Transactions on Multimedia
  • IEEE Transactions on Automation Science and Engineering
  • IEEE Transactions on Industrial Electronics
  • IEEE Transactions on Industrial Informatics
  • IEEE Transactions on Fuzzy Systems
  • IEEE Transactions on Information Forensics and Security
  • IEEE Signal Processing Letters
  • IEEE Geoscience and Remote Sensing Letters
  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  • IEEE Photonics Journal
  • IEEE Access
  • ACM Transactions on Intelligent Systems and Technology
  • Pattern Recognition
  • Computer Vision and Image Understanding
  • Information Fusion
  • Information Sciences
  • Computational Statistics & Data Analysis
  • Pattern Recognition Letters
  • Machine Vision and Application
  • Neurocomputing
  • Signal Processing
  • Knowledge-Based Systems
  • Journal of the Franklin Institute
  • Journal of Visual Communication and Image Representation
  • Visual Computer
  • Infrared Physics & Technology
  • Neural Computing and Applications
  • Soft Computing
  • Signal, Image and Video Processing
  • Multimedia Tools and Applications
  • Remote Sensing
  • Sensors
  • Optics Express
  • Applied Optics
  • JOSA A
  • Computer Graphics Forum
  • International Journal of Information Technology & Decision Making
  • Journal of Electronic Imaging
  • Journal of Medical Imaging and Health Informatics
  • Computers and Electronics in Agriculture
  • Remote Sensing Letters
  • IET Image Processing
  • Journal of Sensors
  • Scientific Reports
  • Environmental Science & 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 winners in China).
I have received the CAA (Chinese Association of AutomationExcellent Doctoral Dissertation Award (a total of 10 winners in China).
I have received the Excellent Doctoral Dissertation Award of Hubei Province.


Publications
    2021
    • 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, In Press.
    • Xin Tian, Yuerong Chen, Changcai Yang, and Jiayi Ma*. "Variational Pansharpening by Exploiting Cartoon-texture Similarities", IEEE Transactions on Geoscience and Remote Sensing, In Press.
    • 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, In Press (code).
    • 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, In Press.
    • Yonghua Zhang, Xiaojie Guo, Jiayi Ma, Wei Liu, and Jiawan Zhang. "Beyond Brightening Low-light Images"International Journal of Computer Vision, In Press.
    • Han Xu, Jiayi Ma, Zhenfeng Shao, Hao Zhang, Junjun Jiang, and Xiaojie Guo, "SDPNet: A Deep Network for Pan-sharpening with Enhanced Information Representation", IEEE Transactions on Geoscience and Remote Sensing, In Press (code).
    • 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, In Press.
    • 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, In Press (code).
    • 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, In Press.
    • 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, In Press.
    • Yong Ma, Ganghui Fan, Qiwen Jin, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral Anomaly Detection via Integration of Feature Extraction and Background Purification", IEEE Geoscience and Remote Sensing Letters, In Press.
    • Yansheng Li, Jiayi Ma*, and Yongjun Zhang. "Image retrieval from remote sensing big data: A Survey", Information Fusion, 67, pp. 94-115, Mar. 2021.
    • Junjun Jiang, Qing Ma, Xingyu Jiang, and Jiayi Ma. "Ranking list preservation for feature matching", Pattern Recognition, 111, pp. 107665, Mar. 2021.
    • 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, Feb. 2021 (code).
    • 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), Feb. 2021.
    • Yuanshu Zhang, Yong Ma, Xiaobing Dai, Hao Li, Xiaoguang Mei, and Jiayi Ma. "Locality-constrained Sparse Representation for Hyperspectral Image Classification", Information Sciences, 546, pp. 858-870, Feb. 2021.
    • Hao Zhang, Zhuliang Le, Zhenfeng Shao, Han Xu, and Jiayi Ma. "MFF-GAN: An unsupervised generative adversarial network with adaptive and gradient joint constraints for multi-focus image fusion", Information Fusion, 66, pp. 40-53, Feb. 2021 (code).
    • Jiayi Ma, Hao Zhang, Zhenfeng Shao, Pengwei Liang, and Han Xu. "GANMcC: A Generative Adversarial Network with Multi-classification Constraints for Infrared and Visible Image Fusion", IEEE Transactions on Instrumentation and Measurement, 70, pp. 5005014, Jan. 2021 (code).
    • 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, Jan. 2021.
    2020
    • Weijian Ruan, Chao Liang, Yi Yu, Zheng Wang, Wu Liu, Jun Chen, and Jiayi Ma. "Correlation Discrepancy Insight Network for Video Re-identification", ACM Transactions on Multimedia Computing Communications and Applications, 16(4), pp. 120, Dec. 2020.
    • Chengli Peng and Jiayi Ma*. "Semantic segmentation using stride spatial pyramid pooling and dual attention decoder", Pattern Recognition, 107, pp. 107498, Nov. 2020.
    • 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, Nov. 2020.
    • Hao Zhang, Jiayi Ma, Chen Chen, and Xin Tian. "NDVI-Net: A fusion network for generating high-resolution normalized difference vegetation index in remote sensing", ISPRS Journal of Photogrammetry and Remote Sensing, 168, pp. 182-196, Oct. 2020.
    • Zhuliang Le, Jun Huang, Fan Fan, Xin Tian, and Jiayi Ma. "A Generative Adversarial Network for Medical Image Fusion", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 370-374, Oct. 2020.
    • 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, Oct. 2020 (code).
    • 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, Oct. 2020 (code).
    • 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, Sept. 2020.
    • Yang Wang, Xiaoguang Mei, Yong Ma, Jun Huang, Fan Fan, and Jiayi Ma. "Learning to find reliable correspondences with local neighborhood consensus", Neurocomputing, 406, pp. 150-158, Sept. 2020.
    • 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, Aug. 2020.
    • Jiayi Ma and Yi Zhou. "Infrared and visible image fusion via gradientlet filter", Computer Vision and Image Understanding, 197-198, pp. 103016, Aug. 2020 (code).
    • Peng Yi, Zhongyuan Wang, Kui Jiang, Zhenfeng Shao, and Jiayi Ma. "Multi-Temporal Ultra Dense Memory Network For Video Super-Resolution", IEEE Transactions on Circuits and Systems for Video Technology, 30(8), pp. 2503-2516, Aug. 2020 (code).
    • Xin Tian, Yuerong Chen, Changcai Yang, Xun Gao, and Jiayi Ma. "A Variational Pansharpening Method Based on Gradient Sparse Representation", IEEE Signal Processing Letters, 27, pp. 1180-1184, Jul. 2020.
    • 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, Jul. 2020 (code).
    • 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, Jul. 2020.
    • Jiayi Ma, Xinya Wang, and Junjun Jiang. "Image Super-Resolution via Dense Discriminative Network", IEEE Transactions on Industrial Electronics, 67(7), pp. 5687-5695, Jul. 2020 (code).
    • 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, Jun. 2020.
    • 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, Jun. 2020.
    • 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, May 2020.
    • Erting Pan, Xiaoguang Mei, Quande Wang, Yong Ma, and Jiayi Ma. "Spectral-spatial classification for hyperspectral image based on a single GRU", Neurocomputing, 387, pp. 150-160, Apr. 2020.
    • 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, Mar. 2020.
    • 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, Mar. 2020 (code).
    • 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, Mar. 2020.
    • 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, Feb. 2020 (code).
    • 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, Feb. 2020 (code).
    • Chang Li, Yu Liu, Juan Cheng, Rencheng Song, Jiayi Ma, Chenhong Sui, and Xun Chen. "Sparse unmixing of hyperspectral data with bandwise model", Information Sciences, 512, pp. 1424-1441, Feb. 2020.
    • 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, Feb. 2020 (code).
    • Jun Chen, Xuejiao Li, Linbo Luo, Xiaoguang Mei, and Jiayi Ma*. "Infrared and visible image fusion based on target-enhanced multiscale transform decomposition", Information Sciences, 508, pp. 64-78, Jan. 2020 (code).
    • 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, Jan. 2020 (code).
    • Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Akiko Aizawa, and Kiyoharu Aizawa. "Context-Patch Face Hallucination Based on Thresholding Locality-Constrained Representation and Reproducing Learning", IEEE Transactions on Cybernetics, 50(1), pp. 324-337, Jan. 2020 (Code).
    2019
    • Jiayi Ma, Xinya Wang, Yijia He, Xiaoguang Mei, and Ji Zhao. "Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment", IEEE Access, 7, pp. 181800-181811, Dec. 2019.
    • 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, Dec. 2019 (Code).
    • Yong Ma, Yuanshu Zhang, Xiaoguang Mei, Xiaobing Dai, and Jiayi Ma. "Multifeature Based Discriminative Label Consistent K-SVD for Hyperspectral Image Classification", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12(12), pp. 1939-1404, Dec. 2019.
    • 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. 3016-3115, Oct. 2019 (Oral, Acceptance rate: 4.3%) (code).
    • Zhi Yang, Wei Yu, Pengwei Liang, Hanqi Guo, Likun Xia, Feng Zhang, Yong Ma, and Jiayi Ma*. "Deep Transfer Learning for Military Object Recognition under Small Training Set Condition", Neural Computing and Applications, 31(10), pp. 6469-6478, Oct. 2019.
    • 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, Sept. 2019.
    • 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, Aug. 2019 (Oral) (code).
    • Jiayi Ma, Xingyu Jiang, Junjun Jiang, and Yuan Gao. "Feature-guided Gaussian mixture model for image matching", Pattern Recognition, 92, pp. 231-245, Aug. 2019.
    • 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, Aug. 2019 (Code).
    • 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, Aug. 2019 (Code).
    • Erting Pan, Yong Ma, Xiaoguang Mei, Xiaobing Dai, Fan Fan, Xin Tian, and Jiayi Ma. "Spectral-spatial classification of hyperspectral image based on a joint attention network", in Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 413-416, Jul. 2019 (Oral).
    • Erting Pan, Yong Ma, Xiaobing Dai, Fan Fan, Jun Huang, Xiaoguang Mei, and Jiayi Ma. "GRU with Spatial Prior for Hyperspectral Image Classification", in Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 967-970, Jul. 2019 (Oral).
    • Li Peng, Yanduo Zhang, Huabing Zhou, Junjun Jiang, and Jiayi Ma. "A non-parametric depth modification model for registration between color and depth images", Multidimensional Systems and Signal Processing, 30(3), pp. 1129-1148, Jul. 2019.
    • 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, Jun. 2019 (code).
    • Xingyu Jiang, Jiayi Ma*, and Jun Chen. "Progressive Filtering for Feature Matching", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2217-2221, May 2019.
    • Xinya Wang, Jiayi Ma*, and Junjun Jiang. "Image Super-Resolution via Deep Aggregation Network"in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1747-1751, May 2019 (Oral).
    • 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, May 2019 (code).
    • Junjun Jiang, Jiayi Ma*, Suhua Tang, Yi Yu, and Kiyoharu Aizawa. "Face Hallucination through Differential Evolution Parameter Map Learning with Facial Structure Prior", Information Sciences, 481, pp. 174-188, May 2019.
    • Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, and Xiaojie Guo. "Locality Preserving Matching", International Journal of Computer Vision, 127(5), pp. 512-531, May 2019 (Code).
    • Xiaoguang Mei, Erting Pan, Yong Ma, Xiaobing Dai, Jun Huang, Fan Fan, Qinglei Du, Hong Zheng, and Jiayi Ma. "Spectral-Spatial Attention Networks for Hyperspectral Image Classification", Remote Sensing, 11(8), p. 963, Apr. 2019.
    • Jiahao Wang, Jun Chen, Huihui Xu, Shuaibin Zhang, Xiaoguang Mei, Jun Huang, and Jiayi Ma. "Gaussian Field Estimator with Manifold Regularization for Retinal Image Registration", Signal Processing, 157, pp. 225-235, Apr. 2019.
    • 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, Feb. 2019 (Code).
    • Junjun Jiang, Yi Yu, Zheng Wang, Xianming Liu, and Jiayi Ma. "Graph-Regularized Locality-Constrained Joint Dictionary and Residual Learning for Face Sketch Synthesis", IEEE Transactions on Image Processing, 28(2), pp. 628-641, Feb. 2019 (Code).
    • Jiayi Ma, Yong Ma, and Chang Li. "Infrared and visible image fusion methods and applications: A survey", Information Fusion, 45, pp. 153-178, Jan. 2019 (Invited Paper).
    2018
    • Huabing Zhou, Yuyu Kuang, Zhenghong Yu, Shiqiang Ren, Yanduo Zhang, Tao Lu, and Jiayi Ma. "Image Deformation with Vector-field Interpolation based on MRLS-TPS", IEEE Access, 6, pp. 75886-75898, Dec. 2018.
    • Tao Lu, Jiaming Wang, Huabing Zhou, Junjun Jiang, Jiayi Ma, and Zhongyuan Wang. "Rectangular-Normalized Superpixel Entropy Index for Image Quality Assessment", Entropy, 20(12), pp. 947, Dec. 2018.
    • Yansheng Li, Yongjun Zhang, Xin Huang, and Jiayi Ma. "Learning Source-Invariant Deep Hashing Convolutional Neural Networks for Cross-Source Remote Sensing Image Retrieval", IEEE Transactions on Geoscience and Remote Sensing, 56(11), pp. 6521-6536, Nov. 2018.
    • Qing Ma, Xu Du, Jiahao Wang, Yong Ma, and Jiayi Ma*. "Robust Feature Matching via Gaussian Field Criterion for Remote Sensing Image Registration", Journal of Real-Time Image Processing, 15(3), pp. 523-536, Oct. 2018.
    • Haiyan Fan, Chang Li, Yulan Guo, Gangyao Kuang, and Jiayi Ma. "Spatial-Spectral Total Variation Regularized Low-Rank Tensor Decomposition for Hyperspectral Image Denoising", IEEE Transactions on Geoscience and Remote Sensing, 56(10), pp. 6196-6213, Oct. 2018.
    • 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, Aug. 2018 (Code).
    • 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, Aug. 2018 (Code).
    • Junjun Jiang, Yi Yu, Jinhui Hu, Suhua Tang, and Jiayi Ma. "Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination", in Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), pp. 771-778, Aug. 2018 (Oral) (Code).
    • Jiayi Ma, Ji Zhao, Junjun Jiang, Huabing Zhou, Yu Zhou, Zheng Wang, and Xiaojie Guo. "Visual Homing via Guided Locality Preserving Matching", in Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), pp. 7254-7261, May 2018 (Oral) (Code).
    • Junjun Jiang, Qing Ma, Tao Lu, Zhongyuan Wang, and Jiayi Ma. "Feature Matching based on Top K Rank Similarity", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 2316-2320, Apr. 2018 (Oral).
    • Junjun Jiang, Yi Yu, Zheng Wang, and Jiayi Ma. "Residual Learning for Face Sketch Synthesis", in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), pp. 1952-1956, Apr. 2018 (Oral).
    • Yong Ma, Chang Li, Hao Li, Xiaoguang Mei, and Jiayi Ma. "Hyperspectral Image Classification with Discriminative Kernel Collaborative Representation and Tikhonov Regularization", IEEE Geoscience and Remote Sensing Letters, 15(4), pp. 587-591, Apr. 2018.
    • Tian Tian, Chang Li, Jinkang Xu, and Jiayi Ma*. "Urban Area Detection in Very High Resolution Remote Sensing Images Using Deep Convolutional Neural Networks", Sensors, 18(3), pp. 904, Mar. 2018.
    • Zhe Liu, Yong Ma, Fan Fan, and Jiayi Ma. "Nonuniformity Correction based on Adaptive Sparse Representation using Joint Local and Global Constraints based Learning Rate", IEEE Access, 6, pp. 10822-10839, Mar. 2018.
    • Yansheng Li, Yongjun Zhang, Xin Huang, Hu Zhu, and Jiayi Ma. "Large-Scale Remote Sensing Image Retrieval by Deep Hashing Neural Networks", IEEE Transactions on Geoscience and Remote Sensing, 56(2), pp. 950-965, Feb. 2018.
    • Xiaoguang Mei, Yong Ma, Chang Li, Fan Fan, Jun Huang, and Jiayi Ma. "Robust GBM Hyperspectral Image Unmixing with Superpixel Segmentation based Low Rank and Sparse Representation", Neurocomputing, 275, pp. 2783-2797, Jan. 2018.
    2017
    • Chang Li, Yong Ma, Xiaoguang Mei, Fan Fan, Jun Huang, and Jiayi Ma. "Sparse Unmixing of Hyperspectral Data with Noise Level Estimation", Remote Sensing, 9(11), pp. 1166, Nov. 2017.
    • 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, Nov. 2017 (Code).
    • Hanqi Guo, Yong Ma, Xiaoguang Mei, and Jiayi Ma. "Infrared and Visible Image Fusion Based on Total Variation and Augmented Lagrangian", JOSA A, 34(11), pp. 1961-1968, Nov. 2017 (Editors' Pick).
    • Jiayi Ma, Junjun Jiang, Chengyin Liu, and Yansheng Li. "Feature Guided Gaussian Mixture Model with Semi-Supervised EM and Local Geometric Constraint for Retinal Image Registration", Information Sciences, 417, pp. 128-142, Nov. 2017.
    • Yong Ma, Jiahao Wang, Huihui Xu, Shuaibin Zhang, Xiaoguang Mei, and Jiayi Ma*. "Robust Image Feature Matching via Progressive Sparse Spatial Consensus", IEEE Access, 5, pp. 24568-24579, Nov. 2017.
    • Jiayi Ma and Ji Zhao. "Robust Topological Navigation via Convolutional Neural Network Feature and Sharpness Measure", IEEE Access, 5, pp. 20707-20715, Oct. 2017.
    • Xiaojie Guo, Yu Li, and Jiayi Ma. "Mutually Guided Image Filtering"in Proceedings of the ACM International Conference on Multimedia (ACMMM), pp. 1283-1290, Oct. 2017 (Full Paper).
    • Zheng Wang, Ruimin Hu, Yi Yu, Junjun Jiang, Jiayi Ma, and Shin'Ichi Satoh. "Statistical Inference of Gaussian-Laplace Distribution for Person Verification", in Proceedings of the ACM International Conference on Multimedia (ACMMM), pp. 1609-1617, Oct. 2017 (Full Paper).
    • Ji Zhao and Jiayi Ma*. "Visual Homing by Robust Interpolation for Sparse Motion Flow", in Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1282-1288, Sept. 2017 (Oral).
    • Huabing Zhou, Yuyu Kuang, Zhenghong Yu, Shiqiang Ren, Anna Dai, Yanduo Zhang, and Jiayi Ma. "Non-Rigid Image Deformation Algorithm Based on MRLS-TPS", in Proceedings of the IEEE International Conference on Image Processing (ICIP), pp. 2269-2273, Sept. 2017.
    • 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, Aug. 2017 (Oral) (Code).
    • Fan Fan, Yong Ma, Chang Li, Xiaoguang Mei, Jun Huang, and Jiayi Ma*. "Hyperspectral Image Denoising with Superpixel Segmentation and Low-Rank Representation", Information Sciences, 397, pp. 48-68, Aug. 2017.
    • Junjun Jiang, Yi Yu, Suhua Tang, Jiayi Ma, Guojun Qi, and Akiko Aizawa. "Context-Patch based Face Hallucination via Thresholding Locality-Constrained Representation and Reproducing Learning", in Proceedings of IEEE International Conference on Multimedia and Expo (ICME), pp. 469-474, Jul. 2017 (OralFinalist of the World's FIRST 10K Best Paper Award) (Code).
    • Li Peng, Yanduo Zhang, Huabing Zhou, Deng Chen, Zhenghong Yu, Junjun Jiang, and Jiayi Ma. "A Unified Model for Improving Depth Accuracy in Kinect Sensor", in Proceedings of IEEE International Conference on Multimedia and Expo (ICME), pp. 223-228, Jul. 2017 (Oral).
    • Huabing Zhou, Jiayi Ma*, Yanduo Zhang, Zhenghong Yu, Shiqiang Ren, and Deng Chen. "Feature Guided Non-Rigid Image/Surface Deformation via Moving Least Squares with Manifold Regularization"in Proceedings of IEEE International Conference on Multimedia and Expo (ICME), pp. 1063-1068, Jul. 2017.
    • 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, May 2017 (Code).
    • Junjun Jiang, Chen Chen, Yi Yu, Xinwei Jiang, and Jiayi Ma. "Spatial-Aware Collaborative Representation for Hyperspectral Remote Sensing Image Classification", IEEE Geoscience and Remote Sensing Letters, 14(3), pp. 404-408, Mar. 2017 (Code).
    • Yong Ma, Chang Li, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Robust Sparse Hyperspectral Unmixing with l2,1 Norm", IEEE Transactions on Geoscience and Remote Sensing, 55(3), pp. 1227-1239, Mar. 2017.
    • 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, Feb. 2017 (Oral) (Code).
    • 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 Multimedia19(1), pp. 27-40, Jan. 2017 (Code).
    • Junjun Jiang, Xiang Ma, Chen Chen, Tao Lu, Zhongyuan Wang, and Jiayi Ma. "Single Image Super-Resolution via Locally Regularized Anchored Neighborhood Regression and Nonlocal Means", IEEE Transactions on Multimedia, 19(1), pp. 15-26, Jan. 2017 (Code).
    2016
    • Ya Lu, Ji Zhao, and Jiayi Ma. "Object Localization by Density-based Spatial Clustering", in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
    • Chang Li, Yong Ma, Yuan Gao, Zhongyuan Wang, and Jiayi Ma. "Sparse Unmixing of Hyperspectral Data based on Robust Linear Mixing Model", in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
    • Junjun Jiang, Jiayi Ma, Chen Chen, Zhongyuan Wang, and Tao Lu. "Smooth Sparse Representation for Noise Robust Face Super-Resolution", in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
    • Jiayi Ma, Junjun Jiang, and Chang Li. "Hyperspectral Image Denoising with Segmentation-based Low Rank Representation", in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016.
    • Jiayi Ma, Junjun Jiang, Jun Chen, Chengyin Liu, and Chang Li. "Multimodal Retinal Image Registration Using Edge Map and Feature Guided Gaussian Mixture Model", in Proceedings of IEEE International Conference on Visual Communications and Image Processing (VCIP), Nov. 2016 (Oral).
    • Yansheng Li, Yongjun Zhang, Jin-Gang Yu, Yihua Tan, Jinwen Tian, and Jiayi Ma"A novel spatio-temporal saliency approach for robust dim moving target detection from airborne infrared image sequences", Information Sciences, 369, pp. 548-563, Nov. 2016.
    • Sheng Sun, Renfeng Liu, Changcai Yang, Huabing Zhou, Ji Zhao, and Jiayi Ma. "A Comparative Study on the Speckle Filters for the Very High Resolution Polarimetric Synthetic Aperture Radar Imagery", Journal of Applied Remote Sensing, 10(4), pp. 045014, Nov. 2016.
    • Jun Chen, Yong Wang, Linbo Luo, Jin-Gang Yu, and Jiayi Ma. "Image Retrieval based on Image-to-Class Similarity", Pattern Recognition Letters, 83, pp. 379-387, Nov. 2016.
    • Jiayi Ma, Chang Li, Yong Ma, and Zhongyuan Wang. "Hyperspectral Image Denoising Based on Low-Rank Representation and Superpixel Segmentation", in Proceedings of IEEE International Conference on Image Processing (ICIP), pp. 3086-3090, Sept. 2016.
    • 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).
    • 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, 26(9), pp. 1674-1684, Sept. 2016.
    • Yong Ma, Jun Chen, Chen Chen, Fan Fan, and Jiayi Ma. "Infrared and Visible Image Fusion Using Total Variation Model", Neurocomputing, 202, pp. 12-19, Aug. 2016.
    • Jiayi Ma, Jun Chen, and Yong Ma. "Registration of Remote Sensing Images with Non-Rigid Distortions", in Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2795-2798, Jul. 2016.
    • Yong Ma, Chang Li, and Jiayi Ma. "Robust Sparse Unmixing of Hyperspectral Data", in Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 6193-6196, Jul. 2016.
    • Jiayi Ma, Junjun Jiang, Yuan Gao, Jun Chen, and Chengyin Liu. "Robust Image Matching via Feature Guided Gaussian Mixture Model", in Proceedings of IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6, Jul. 2016 (Oral, Acceptance rate: 15%).
    • Chang Li, Yong Ma, Xiaoguang Mei, Chengyin Liu, and Jiayi Ma. "Hyperspectral Unmixing with Robust Collaborative Sparse Regression", Remote Sensing, 8(7), pp. 588, Jul. 2016.
    • 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, 13(7), pp. 952-956, Jul. 2016.
    • Jun Chen, Linbo Luo, Chengyin Liu, Jin-Gang Yu, and Jiayi Ma. "Nonrigid Registration of Remote Sensing Images via Sparse and Dense Feature Matching", JOSA A, 33(7), pp. 1313-1322, Jul. 2016.
    • Chengyin Liu, Jiayi Ma*, Yong Ma, and Jun Huang. "Retinal Image Registration via Feature-Guided Gaussian Mixture Model", JOSA A, 33(7), pp. 1267-1276, Jul. 2016.
    • 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).
    • 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).
    • 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, Jun. 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 (Oral).
    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, Sept. 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, Sept. 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, Jun. 2011 (PDF) (Code).
    • 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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