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Lei MaProfessor
  • E-mail:

    lei.ma@ia.ac.cn

  • Address:

    95 Zhongguancun East Road, Haidian District, Beijing

  • Research Interests:

    Intelligent processing and application of remote sensing big data

Biography :

Lei Ma, PhD, is a professor at the State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences,  a member of Committee of Aerospace Big Data and Artificial Intelligence Chinese Institute of Command and Control, a member of the Intelligent Integration Professional Committee of the Chinese Artificial Intelligence Society and a member of Technical Committee on Information Perception and Decision-making, China Society of Image and Graphics. His primary research focuses on the Intelligent processing and application of remote sensing big data. He has led over 40 research projects, including  the National Natural Science Foundation of China, Beijing Major Projects and the Innovation Fund of the Chinese Academy of Sciences. He has published over 20 academic papers, been granted 11 invention patents, authored one monograph and received the First Prize for Shandong Science and Technology Advancement Award.

Publications :

[1] Ling Wan, Lei Ma, Jialong Guo,et al. SLOW FEATURE ANALYSIS BASED ON CONVOLUTIONAL NEURAL NETWORK FOR SAR IMAGE CHANGE DETECTION, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2021, DOI:10.1109/IGARSS47720.2021.9553912.

[2] 凌晨,张鑫彤,马雷. 基于Mask R-CNN算法的遥感图像处理技术及其应用[J]. 计算机科学,47(10):151-160. DOI:10.11896/jsjkx.190900119, 2020.

[3] Xie G, Fan Z, Sun Y, Wu C, Ma L. WBNPMD: weighted bipartite network projection for microRNA-disease association prediction, Journal of Translational Medicine, 2019.

[4] Xie G, Huang S, Luo Y, Ma L , Lin Z, Sun Y. LLCLPLDA: a novel model for predicting lncRNA-disease associations[J]. Molecular genetics and genomics : MGG, 2019, 294(6):1477-1486.

[5] Feimo Li, Lei Ma, Jian Cai. Multi-Discriminator Generative Adversarial Network for High Resolution Gray-Scale Satellite Image Colorization, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018.

[6] Jian Cai, Lei Ma, Feimo Li, Yiping Yang. Joint Feature Network for Bridge Segmentation in Remote Sensing Images, IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium, 2515-2518, 2018.

[7] Bitao Jiang, Lei Ma. Remote Sensing Image Intelligent Interpretation Based on Knowledge, Communications in Computer and Information Science, Springer, SINC 2017, CCIS 803, pp.329-339, 2018, DOI: https://doi.org/10.1007/978-981-10-7877-4_30.

[8] Qi Shi, Lei Ma, Yiping Yang. Practical Method of Low-Light-Level Binocular Ranging Based on Triangulation and Error Correction, 2017 International Conference on Computer Science and Artificial Intelligence (CSAI 2017), 2017, DOI: https://doi.org/10.1145/3168390.3168417.

[9]Lei Ma. Shorthand Character Recognition based on Leap Motion Sensor, International Journal of Advanced Intelligence, 2017.

[10]Lei Ma, Bitao Jiang, Xinwei Jiang. Cloud Detection of Spaceborne Hyperspectral Imagery based on Sparse Support Vector Machine, International Geoscience and Remote Sensing Symposium, 2016.

[11]Ou Wu, Qiang You, Fen Xia, Lei Ma. Weiming Hu, Listwise Learning to Rank from Crowds, ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2016.

[12]Xinwei Jiang, Jie Yang, Lei Ma. Yiping Yang, Multi-task Gaussian Process Regression-based Image Super Resolution, The British Machine Vision Association, 2015

[13] Lei Ma, Bitao Jiang, Xinwei Jiang, Ye Tian. SHADOW REMOVAL IN REMOTE SENSING IMAGES USING FEATURES SAMPLE MATTING, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015.

[14] Xinwei Jiang, Lei Ma, Yiping Yang. CLUSTER CONSTRAINT BASED SPARSE NMF FOR HYPERSPECTRAL IMAGERY UNMIXING, 2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), pp. 5107-5111, 2014, DOI: 10.1109/ICIP.2014.7026034.

[15] Lei Ma, Bitao Jiang, Xinwei Jiang. HYPERSPECTRAL DATA RECOVERY WITH THE GRADIENT FIELD OF COINCIDENT PANCHROMATIC IMAGERY, 2014 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2946-2949, 2014.

[16] Lei Ma, Bitao Jiang. Edge Grouping with a Novel Shape Model for Object Detection. 2013 Seventh International Conference on Image and Graphics: 2013 Seventh International Conference on Image and Graphics (ICIG 2013), Institute of Electrical and Electronics Engineers, 186-191, 2013.

[17] Jiang B, Ma L. Contour-based Object Detection using Generalized Hough Transform, International Symposium on Multispectral Image Processing and Pattern Recognition. 2013.

[18]王彦情,马雷,田原. 光学遥感图像舰船目标检测与识别综述, State-of-the-art of Ship Detection and Recognition in Optical Remotely Sensed Imagery, 自动化学报, 2011.

[19] Ma L, Guo J, Wang Y, et al. Ship detection by salient convex boundaries, International Congress on Image and Signal Processing (CISP), 2010.

[20] Ma L, Wang Y, Tian Y, et al. On-line feature enhancement for adaptive object tracking, International Asia Conference on Informatics in Control, Automation and Robotics (CAR), 2010.


Patents :

[1] Mare; Jiang Bitao; Cai Lin et al., Relationship Extraction Method and System in Knowledge Graph Based on Mixed Gaussian Model, 201811625195.3-2019
[2] Cai Lin; Ma Lu; Mare; Jiang Bitao et al., Method and System for Constructing a Knowledge Graph of Multi source Remote Sensing Information for Target Interpretation, 201811625194.9-2019
[3] Jiang Bitao; Mare; Wang Honggang, a ship detection method based on multi view and multi-source fusion, 201518004438.22018
[4] Jiang Bitao; Ma Lei et al., a fast hyperspectral cloud detection method based on LASSO band selection, 201518004440. x, 2018
[5] Mare; Weng Lubin; Zhao Meijing, an image feature extraction method with rotation invariance, 2012103715872016
[6] Mare; Pan Chunhong; Zhang Qian, an object-oriented hyperspectral feature processing method, 201210398887.52015
[7] Mare; Zhang Xiuling; Tianyuan; Guo Jian'en; Jiang Bitao, a hyperspectral automatic cloud detection method based on spatial and spectral information, 201210249205.42014
[8] Zhang Xiuling; Wang Yanqing; Tianyuan; Du Juan; Ma Lei et al., a remote sensing image color correction method based on image type analysis, 201210224428.5.2012


Awards :

[1] Third Prize in the 2018 "Eye Cup" Remote Sensing Image Sparse Representation and Intelligent Processing Algorithm Competition

Efficient Intelligent Computing and Learning Address:95 Zhongguancun East Road, Haidian District, Beijing E-mail:clab@ia.ac.cn 京ICP备05002829号-1