研究生

研究兴趣：遥感信息处理 , 光学遥感数据处理 , 光学遥感目标识别。近年来共发表论文93篇，其中SCI论文62篇，Google总引用2000多次。以第一作者或通讯作者发表在IEEE Transactions系列论文31篇，3篇论文入选2017年ESI热点论文，5篇论文入选2017年ESI高被引论文；在CCF推荐的A类国际顶级会议CVPR、ICCV、ACM MM、IJCAI等上发表论文10多篇。获IEEE 国际会议最佳论文一篇、ACM国际会议最佳论文及最佳论文提名奖各一篇。先后担任国际著名期刊的首席客座主编和编委：遥感领域TOP期刊IEEE Transactions on Geoscience and Remote Sensing、IEEE Geoscience and Remote Sensing Letters、Neurocomputing 、Cognitive Computation 和International Journal of Image and Graphics ；担 任的Lead Guest Editor：ISPRS Journal of Photogrammetry and Remote Sensing ；担任IEEE TIP、IEEE TCSVT、IEEE TNNLS、IEEE TCYB、IEEE TGRS等30多个国际知名期刊审稿人；担任CVPR、IJCAI、IGASS、ACM MM国际会议程序委员会委员100多次。

1. Video Synopsis in Complex Situations
   Xuelong Li, Zhigang Wang, Xiaoqiang Lu. IEEE Transactions on Image Processing: 2018
2. Multi-Modal Gated Recurrent Units for Image Description
   X. Lu, A. Yuan, and X. Li. MTAP: 2018
3. A Hybrid Sparsity and Distance-based Discrimination Detector for Hyperspectral Images
   Xiaoqiang Lu, Wuxia Zhang, and Xuelong Li. IEEE Transactions on Geoscience and Remote Sensing: 2018
4. A Coarse-to-Fine Semi-supervised Change Detection for Multispectral Images
   Xiaoqiang Lu, Wuxia Zhang, and Xuelong Li. IEEE Transactions on Geoscience and Remote Sensing: 2018
5. Exploring Models and Data for Remote Sensing Image Caption Generation
   Xiaoqiang Lu, Bingqaing Wang, Xuelong Li, and Xiangtao Zheng. IEEE Transactions on Geoscience and Remote Sensing: 2017 ,55/9
6. Hierarchical Recurrent Neural Hashing for Image Retrieval with Hierarchical Convolutional Features
   Xiaoqiang Lu, Yaxiong Chen,and Xuelong Li. IEEE Transactions on Image Processing: 2018 ,27/1
7. Feedback Mechanism based Iterative Metric Learning for Person Re-identification
   Y. Ren, X. Li, and X. Lu. Pattern Recognition: 2017 ,75
8. Penalized Linear Discriminant Analysis of Hyperspectral Imagery for Noise Removal
   M. Lu, L. Hu, T. Yue, Z. Chen, Bin Chen, X. Lu, and B. Xu. IEEE Geosci. Remote Sensing Lett.: 2017 ,14/3
9. On Combining Social Media and Spatial Technology for POI Cognition and Image Localization
   X. Qian, X. Lu*, J. Han, X. Lu*, B. Du, and X. Li. Proceedings of the IEEE: 2017
10. Structured Dictionary Learning for Abnormal Event Detection in Crowded Scenes
    Yachuang Feng, Yuan Yuan, and X. Lu. Pattern Recognition: 2017 ,73
11. Key frame extraction in the summary space
    X. Li, B. Zhao, X. Lu. IEEE Transactions on Cybernetics: 2017
12. A General Framework for Edited Video and Raw Video Summarization
    X. Li, B. Zhao, X. Lu. IEEE Transactions on Image Processing: 2017 ,26/8
13. Dimensionality Reduction by Spatial-Spectral Preservation in Selected Bands
    X. Zheng, Y. Yuan, and X. Lu. IEEE Transactions on Geoscience and Remote Sensing: 2017 ,55/9
14. Remote Sensing Scene Classification by Unsupervised Representation Learning
    X. Lu*, X. Zheng, Y. Yuan. IEEE Transactions on Geoscience and Remote Sensing: 2017 ,55/9
15. Remote Sensing Image Scene Classification: Benchmarkand State of the Art
    G. Cheng, J. Han, and X. Lu. Proceedings of the IEEE: 2017 ,105/10
16. AID:A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification
    G. Xia, J. Hu, F. Hu, B. Shi, X. Bai, Y. Zhong, L. Zhang, and X. Lu. IEEE Transactions on Geoscience and Remote Sensing: 2017 ,55/7
17. Hyperspectral Image Super Resolution by Transfer Learning
    Y. Yuan, X. Zheng, and X. Lu. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: 2017
18. Nonnegative Low-Rank Representation for Hyperspectral Band Selection
    Y. Yuan, Y. Feng, and X. Lu. International Journal of Remote Sensing: 2016
19. Statistical Hypothesis Detector for Anomaly Detection in Crowded Scenes
    Y. Feng, Y. Yuan, and X. Lu. IEEE Transactions on cybernetics: 2016 ,47/11
20. Joint Dictionary Learning for Multispectral Change Detection
    X. Lu*, Y. Yuan, and X. Zheng. IEEE Transactions on Cybernetics: 2017
21. Semantic Video Parsing by Combining Frame Relevance and Label Propagation from Images
    X. Li, L. Mou, and X. Lu. Multimedia Tools and Applications Journal: 2016
22. Projection-based NMF for Hyperspectral Unmixing
    Y. Yuan, Y. Feng, and X. Lu. EEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: 2015
23. Person Reidentification Based on Elastic Projections
    X. Li, Lina. Liu and X. Lu. IEEE Transactions on Neural Networks and Learning Systems: 2016
24. Video parsing via spatiotemporally analysis with images
    X. L, L. Mou, X. Lu. Multimedia Tools and Applications: 2016
25. A discriminative representation for human action recognition
    Y. Yuan, X. Zheng, and X. Lu. Pattern Recognition: 2016
26. Surveillance video synopsis via scaling down objects
    X. L, Z. Wang, and X. Lu. IEEE Transactions on Image Processing: 2016
27. Spatiotemporal statistics for video quality assessment
    X. Li, Q. Guo, and X. Lu. IEEE Transactions on Image Processing: 2016 ,25/7
28. Semi-supervised change detection method for multi-temporal hyperspectral images
    Y. Yuan, H. Lv, and X. Lu. Neurocomputing: 2015
29. Image quality assessment: a sparse learning way
    Y. Yuan, Q. Guo, and X. Lu. Neurocomputing: 2015 ,159
30. MR Image Super-resolution via Manifold Regularized Sparse Learning
    X. Lu*, Z. Huang, and Y. Yuan. Neurocomputing: 2015
31. Multi-spectral Pedestrian Detection
    Y. Yuan, X. Lu*, and X. Chen. Signal Processing: 2015
32. Low-rank Representation for 3D Hyperspectral Images Analysis from Map Perspective
    Y. Yuan, M. Fu, and X. Lu. Signal Processing: 2015
33. Scene Parsing From an MAP Perspective
    X. Li, L. Mou, and X. Lu. IEEE Transactions on Cybernetics: 2015
34. Semi-Supervised Multitask Learning for Scene Recognition
    X. Lu*, X. Li, and L. Mou. IEEE Transactions on Cybernetics: 2015
35. Substance Dependence Constrained Sparse NMF for Hyperspectral Unmixing
    Y. Yuan, M. Fu, and X. Lu. IEEE Transactions on Geoscience and Remote Sensing: 2015 ,53/6
36. Spectral-spatial Kernel Regularized for Hyperspectral Image Denoising
    Y. Yuan, X. Zheng, and X. Lu. IEEE Transactions on Geoscience and Remote Sensing: 2015 ,53/7
37. Scene Recognition by Manifold Regularized Deep Learning Architecture
    Y. Yuan, L. Mou, and X. Lu. IEEE Transactions on Neural Networks and Learning Systems: 2015 ,26/10
38. Hybrid Structure for Robust Dimensionality Reduction
    X. Lu*, and Y. Yuan. Neurocomputing: 2014 ,124
39. Group Sparse Reconstruction for Image Segmentation
    X. Lu* and X. Li. Neurocomputing: 2014 ,136
40. Refraction Angle Extracting Strategy for Fan-Beam Differential Phase Contrast CT
    R. Ye, Y. Tang, and X. Lu. Neurocomputing: 2014 ,141
41. Multiresolution Imaging
    X. Lu and X. Li. IEEE Transactions on Cybernetics: 2014 ,44/1
42. Alternatively Constrained Dictionary Learning for Image Superresolution
    X. Lu, Y. Yuan, and P. Yan. IEEE Transactions on Cybernetics: 2014 ,44/3
43. Double constrained NMF for hyperspectral unmixing
    X. Lu, H. Wu, and Y. Yuan. IEEE Transactions on Geoscience and Remote Sensing: 2014 ,52/5
44. Local tomography based on grey model
    R. Yen, X. Lu*, and H. Liu. Neurocomputing: 2013 ,101
45. Sparse coding for image denoising using spike and slab prior
    X. Lu, Y. Yuan, and P. Yan. Neurocomputing: 2013
46. Robust visual tracking with discriminative sparse learning
    X. Lu, Y. Yuan, and P. Yan. Pattern Recognition: 2013 ,46/7
47. Image super-resolution via double sparsity regularized manifold learning
    X. Lu, Y. Yuan, and P. Yan. IEEE Transactions on Circuits And Systems for Video Technology: 2013 ,23/12
48. Manifold Regularized Sparse NMF for Hyperspectral Unmixing
    X. Lu, H. Wu, Y. Yuan, P. Yan, and X. Li. IEEE Transactions on Geoscience and Remote Sensing: 2013
49. Graph-regularized Low-rank Representation for Destriping of Hyperspectral Images
    X. Lu, Y. Wang, and Y. Yuan. IEEE Transactions on Geoscience and Remote Sensing: 2013 ,51/7
50. Sparse Coding from a Bayesian Perspective
    X. Lu, Y. Wang, and Y. Yuan. IEEE Transactions on Neural Networks and Learning Systems: 2013 ,24/6
51. Auxiliary Loss Multimodal GRU Model in Audio-Visual Speech Recognition
    Y. Yuan, C. Tian, X. Lu. IEEE Access: 2018
52. Adaptive Wavelet-Galerkin Methods for Limited Angle Tomography
    X. Lu, Y. Sun, and G. Bai. Image and Vision Computing: 2010 ,28/4
53. Image Reconstruction by an Alternating Minimization
    X. Lu, Y. Sun, and Y. Yuan. Neurocomputing: 2011 ,74/5
54. Optimization for Limited Angle Tomography in Medical Image Processing
    X. Lu, Y. Sun, and Yuan Yuan. Pattern Recognition: 2011 ,44/10
55. Robust Alternative Minimization for Matrix Completion
    X. Lu, T. Gong, P. Yan, Y. Yuan, and X. Li. IEEE Transactions on Systems, Man, and Cybernetics, Part B: 2012
56. HSA-RNN: Hierarchical Structure-Adaptive RNN for Video Summarization
    B. Zhao, X. Li and X. Lu. IEEE Conference on Computer Vision and Pattern Recognition: 2017
57. JM-Net and Cluster-SVM for Aerial Scene Classification
    X. Lu, Jie Fang, and Y. Yuan. IJCAI: 2017
58. A Multi-Task Framework for Weather Recognition
    X. Li, Z. Wang, and X. Lu. ACM Multimedia: 2017
59. Hierarchical RNN for Video Summarization
    B. Zhao, X. Li, and X. Lu. ACM Multimedia: 2017
60. MAM-RNN: Multi-level Attention Model Based RNN for Video Captioning
    X. Li, B. Zhao, and X. Lu. IJCAI: 2017
61. FFGS: Feature fusion with gating structure for image caption generation
    A. Yuan, X. Li, and X. Lu. CCF Chinese Conference on Computer Vision: 2017
62. Deep temporal architecture for audiovisual speech recognition
    C. Tian, Y. Yuan, and X. Lu. CCF Chinese Conference on Computer Vision: 2017
63. Bidirectional adaptive feature fusion for remote sensing scene classification
    W. Ji, X. Li, and X. Lu. CCF Chinese Conference on Computer Vision: 2017
64. Robust Object Tracking Via Diverse Templates
    S. Wu, X. Li, and X. Lu. International Conference on Computer, Information and Telecommunication Systems: 2016
65. Deep Semantic Understanding of High Resolution Remote Sensing Image
    B. Qu, X. Li, D. Tao, and X. Lu. International Conference on Computer, Information and Telecommunication Systems: 2016
66. Image De-fencing with Hyperspectral Camera
    Q. Zhang, Y. Yuan, and X. Lu. International Conference on Computer, Information and Telecommunication Systems: 2016
67. Deep Object Tracking with Multi-modal Data
    X. Zhang, Y. Yuan, and X. Lu. International Conference on Computer, Information and Telecommunication Systems: 2016
68. Temporal Multimodal Learning in Audiovisual Speech Recognition
    D. Hu, X. Li and X. Lu. IEEE Conference on Computer Vision and Pattern Recognition: 2016
69. Image2song: Song Retrieval via Bridging Image Content and Lyric Words
    X. Li, D. Hu, and X. Lu. International Conference on Computer Vision: 2017
70. Multimodal Learning via Exploring Deep Semantic Similarity
    D. Hu, X. Li, and X. Lu. ACM Multimedia: 2016
71. Deep Representation for Abnormal Event Detection in Crowded Scenes
    Y. Feng, Y. Yuan, and X. Lu,. ACM Multimedia: 2016
72. Representative and Diverse Video Summarization
    X. Chen, X. Li, and X. Lu. China Summit & International Conference on Signal and Information Processing: 2015
73. Unsupervised Feature Learning for Scene Classification of High Resolution Remote Sensing Image
    M. Fu, Y. Yuan and X. Lu. IEEE China Summit & International Conference on Signal and Information Processing: 2015
74. Video Quality Assessment via Supervised Topic Model
    Q. Guo, X. Lu, and Y. Yuan. IEEE China Summit & International Conference on Signal and Information Processing: 2014
75. Person Re-identification by Bidirectional Projection
    L. Liu, X. Lu, Y. Y, and X. Li. ACM International Conference on Internet Multimedia Computing and Service: 2014
76. Learning Hash Functions Using Sparse Reconstruction
    Y. Yuan, X. Lu, and X. Li. ACM International Conference on Internet Multimedia Computing and Service: 2014
77. 3D Prostate MR Image Segmentation: A Multi-task Approach
    Y. Liu, Y. Yuan, and X. Lu. IEEE China Summit & International Conference on Signal and Information Processing: 2013
78. Object or Background: Whose Call is It in Complicated Scene Classification?
    L. Mou, X. Lu, and Y. Yuan. IEEE China Summit & International Conference on Signal and Information Processing: 2013
79. Mixture Gradient Detector for Subpixel Detection
    Z. Huang, Y. Yuan, and X. Lu. IEEE China Summit & International Conference on Signal and Information Processing: 2013
80. Data-dependent Semi-supervised Hyperspectral Image Classification
    H. Lv, X. Lu, and Y. Yuan. China Summit & International Conference on Signal and Information Processing: 2013
81. Image Jigsaw Puzzles with A Self-Correcting Solver
    X. Zheng, X. Lu, and Y. Yuan. International Conference on Virtual Reality and Visualization: 2013
82. Slow Feature Analysis for Multi-Camera Activity Understanding
    L. Zhang, X. Lu, and Y. Yuan. International Conference on Virtual Reality and Visualization: 2013
83. Utilizing Homotopy for Single Image Superresolution
    X. Lu, H. Yuan, P. Yan, Y. Yuan, and X. Li. Asian Conference on Pattern Recognition: 2011
84. Image Denoising via Improved Sparse Coding
    X. Lu, H. Yuan, P. Yan, Y. Yuan, and X. Li. British Machine Vision Conference: 2011
85. A Novel Alternative Algorithm for Limited Angle Tomography
    X. Lu, Y. Yuan, P. Yan, and X. Li. IEEE International Conference on Image Processing: 2011
86. Local Learning-Based Image Super-Resolution
    X. Lu, H. Yuan, Y. Yuan, P. Yan, L. Li, and X. Li. IEEE International Workshop on Multimedia Signal Processing: 2011
87. Geometry Constrained Sparse Coding for Single Image Super-resolution
    X. Lu, H. Yuan, P. Yan, Y. Yuan, and X. Li. IEEE International Conference on Computer Vision and Pattern Recognition: 2012
88. Learning Deep Event Models for Crowd Anomaly Detection
    Y. Feng, Y. Yuan, and X. Lu. Neurocomputing: 2017 ,219 ,548-556
89. Discovering Diverse Subset for Unsupervised Hyperspectral Band Selection
    Y. Yuan, X. Zheng, and X. Lu. IEEE Transactions on Image Processing: 2017 ,26/1
90. Latent Semantic Minimal Hashing for Image Retrieval
    X. Lu*, X, Zheng, and X Li. IEEE Transactions on Image Processing: 2017 ,26/1
91. A Target Detection Method for Hyperspectral Image Based on Mixture Noise Model
    X. Zheng, Y. Yuan, and X. Lu. Neurocomputing: 2016
92. Local Structure Learning in High Resolution Remote Sensing Image Retrieval
    Z. Du, X. Li, and X. Lu. Neurocomputing: 2016 ,207
93. Action Recognition by Joint Learning
    Y. Yuan, L. Qi, and X. Lu. Image and Vision Computing: 2016 ,55

已指导学生

张学志  硕士研究生  085208-电子与通信工程  

张琦  硕士研究生  081002-信号与信息处理  

吴思远  硕士研究生  085208-电子与通信工程  

屈博  硕士研究生  085210-控制工程  

杜忠祥  硕士研究生  081002-信号与信息处理  

姬伟军  硕士研究生  081002-信号与信息处理  

张无瑕  博士研究生  081002-信号与信息处理  

祁雷  博士研究生  081002-信号与信息处理  

张琦  硕士研究生  081002-信号与信息处理  

陈亚雄  博士研究生  081002-信号与信息处理  

王斌强  博士研究生  081002-信号与信息处理  

郭毛  硕士研究生  081002-信号与信息处理  

蔡瑞  硕士研究生  081002-信号与信息处理  

房杰  博士研究生  081002-信号与信息处理  

张园林  博士研究生  081002-信号与信息处理  

王少聪  硕士研究生  081002-信号与信息处理  

高慧琴  硕士研究生  081002-信号与信息处理  

现指导学生

郑云朋  博士研究生  081002-信号与信息处理  

孙昊  博士研究生  081002-信号与信息处理  

陈文静  博士研究生  081002-信号与信息处理  

黄莹莹  博士研究生  081002-信号与信息处理  

杜星乾  博士研究生  081002-信号与信息处理  

张艺超  博士研究生  081002-信号与信息处理  

焦茵  硕士研究生  085208-电子与通信工程  

刘宇阳  硕士研究生  081002-信号与信息处理  

王欢婷  硕士研究生  085208-电子与通信工程  

赵航  博士研究生  081002-信号与信息处理  

师悦天  博士研究生  081002-信号与信息处理  

陈秀妹  博士研究生  081002-信号与信息处理  

龚腾飞  博士研究生  081002-信号与信息处理  

刘汝琪  硕士研究生  085208-电子与通信工程  

陈跃  硕士研究生  081101-控制理论与控制工程  

尹建福  硕士研究生  081002-信号与信息处理  

许楚杰  硕士研究生  085208-电子与通信工程  

张悦  硕士研究生  081002-信号与信息处理  

董乐  博士研究生  081002-信号与信息处理  

宁海龙  博士研究生  081002-信号与信息处理  

王楠  博士研究生  081002-信号与信息处理  

屈博  博士研究生  081002-信号与信息处理  

陶成龙  博士研究生  081002-信号与信息处理  

杨凯  博士研究生  081002-信号与信息处理  

张民昊  硕士研究生  085400-电子信息  

赵明帆  硕士研究生  085400-电子信息  

杨一帆  硕士研究生  081002-信号与信息处理  

崔浩文  硕士研究生  081002-信号与信息处理