基本信息

个人简介:

向世明,中国科学院自动化研究所模式识别国家重点实验室研究员,中国科学院大学人工智能学院岗位教授,博士生导师,研究方向为人工智能、机器学习、计算机视觉、大数据分析。迄今已在高水平国际期刊或主流会议上发表论文170余篇,部分研究工作发表在IEEE T-PAMI、IEEE T-IP、IEEE T-NNLS、IJCV等国际顶级杂志或国际顶级会议NeurIPS、ICCV、CVPR、AAAI、IJCAI上。其中,IEEE 汇刊论文共30余篇,包含9篇IEEE T-PAMI (2020年影响因子: 17.861)。到目前(2021年8月)为止,论文Google Scholar 统计总引9100余次,H 指数为46,i10 指数为119。1999-2001年在电子工业出版社和清华大学出版社出版图书三部。目前获得国家授权发明专利11项。主持或参与完成国家级项目近十项,其中包含国家自然科学基金重大研究计划“大数据驱动的管理与决策研究”中的重点支持项目和科技部国家重点研发计划“新一代人工智能(2030)”专项项目“面向开放环境的自适应感知”中的课题。现任中国自动化学会模式识别与机器智能专业委员会秘书长、国际模式识别杂志《Pattern Recognition》编委。


电子邮件:smxiang@nlpr.ia.ac.cn

通信地址:中科院自动化所 ,北京市中关村东路95号 
邮政编码:100190 


研究领域

课题组名称:时空数据分析与学习


研究方向:模式识别、机器学习、数据挖掘、计算机视觉、图像处理    

招生信息

感兴趣的研究方向: 

    (1) 模式识别、机器学习、数据挖掘

    (2) 计算机视觉、图像处理

    (3) 大数据分析


招生专业、方向:


    博士、硕士招生专业: 模式识别与智能系统

    博士、硕士招生方向: (1) 计算机视觉;(2) 模式识别基础理论与方法


    招收相关专业的博士后研究人员!

    招收相关专业的实习学生!


学生培养情况:


    在读硕博士生共30人。已毕业的研究生中,两人获得中科院百篇优秀博士论文(2013年,2020年),一人获得中科院院长特别奖,一人获得“阿里巴巴之星”,一人获得国家“华为天才少年”称号(2020年度),一人获得“百度奖学金”(全球每年10人,2019年度)。另外,多人次获得包含国家奖学金、唐立新奖学金等在内的若干各类冠名奖学金。 其中,有两名博士生在读期间,分别以第一作者发表了两篇IEEE T-PAMI(2021年影响因子: 16.389,计算机视觉领域顶级期刊,国际人工智能领域排名第一)。另外,2020年一届毕业生发表人工智能领域顶会(包含NeurIPS、ICCV、CVPR、AAAI、IJCAI等)共14篇

   总体来讲,我们会给课题组学生提供本领域感兴趣研究方向中的前沿问题,在自动化所和模式识别国家重点实验室这个大平台上,同学们的学业得到进步;通过学术研究、技术实践,在共同前进中实现个人专业能力、综合能力的全面提升。 


毕业生去向:


    华为、阿里巴巴、百度、腾讯、京东、地平线、滴滴、商汤等知名企业,以及中科院、高校等单位。个别同学毕业后自己在人工智能领域创业。


    欢迎相关专业(计算机、电子、信息、数学等专业)的优秀同学加入本课题组!


联系方式:


   邮箱:
smxiang@nlpr.ia.ac.cn  (smxiang at nlpr dot ia dot ac dot cn)

   地址: 北京市中关村东路95号 中科院自动化所 模式识别国家重点实验室

   邮编: 100190

论文发表

        
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2021

1.       Xinbang Zhang, Zehao Huang, Naiyan Wang, Shiming Xiang, Chunhong Pan. You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 43(9): 2891-2904, 2021.

2.       Xinbang Zhang, Jianlong Chang, Yiwen Guo, Gaofeng Meng, Shiming Xiang, Zhouchen Lin, Chunhong Pan. DATA: Differentiable ArchiTecture Approximation With Distribution Guided Sampling, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 43(9): 2905-2920, 2021.

3.       Shen Fang, Xianbing Pan, Shiming Xiang, Chunhong Pan. Meta-MSNet: Meta-Learning Based Multi-Source Data Fusion for Traffic Flow Prediction, IEEE Signal Processing Letters (SPL), 8: 6-10, 2021.

4.       Binjie Mao, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Ltaf-Net: Learning Task-Aware Adaptive Features and Refining Mask for Few-Shot Semantic Segmentation, ICASSP, 2021:2320-2324.

5.       Xinyu Xiao, Chunxia Zhang, Shiming Xiang, Chunhong Pan. Reinforcement Stacked Learning with Semantic-Associated Attention for Visual Question Answering, ICASSP, 2021:4170-4174.

6.       Qinxuan Luo, Lingfeng Wang, Jingguo Lv, Shiming Xiang, Chunhong Pan. Few-Shot Learning via Feature Hallucination with Variational Inference, WACV, 2021:3962-3971.

 

2020

7.       Gaofeng Meng, Chunhong Pan, Shiming Xiang, Ying Wu. Baselines Extraction from Curved Document Images via Slope Fields Recovery, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 42(4): 793-808, 2020.

8.       Jianlong Chang, Gaofeng Meng, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Deep Self-Evolution Clustering, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 42(4): 809-823, 2020.

9.       Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Qi Zhang, Shiming Xiang, Chunhong Pan. Local-Aggregation Graph Networks, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 42(11): 2874-2886, 2020.

10.   Xueyun Chen, Jingyu Lin, Shiming Xiang, Chunhong Pan. Detecting Maneuvering Target Accurately Based on a Two-Phase Approach From Remote Sensing Imagery, IEEE Geoscience and Remote Sensing Letters (GRSL), 17(5): 849-853, 2020.

11.   Xiyan Liu, Gaofeng Meng, Bin Fan, Shiming Xiang, Chunhong Pan. Geometric rectification of document images using adversarial gated unwarping network, Pattern Recognition (PR), 108: 107576, 2020.

12.   Jianbo Liu, Ying Wang, Yongcheng Liu, Shiming Xiang, Chunhong Pan. 3D PostureNet: A unified framework for skeleton-based posture recognition, Pattern Recognition Letters (PRL), 140: 143-149, 2020.

13.   Liang Yan, Bin Fan, Hongmin Liu, Chunlei Huo, Shiming Xiang, Chunhong Pan. Triplet Adversarial Domain Adaptation for Pixel-Level Classification of VHR Remote Sensing Images,  IEEE Transactions on Geoscience and Remote Sensing (T-GRS), 58(5): 3558-3573, 2020.

14.   Qi Zhang, Jianlong Chang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Spatio-Temporal Graph Structure Learning for Traffic Forecasting, AAAI, 2020: 1177-1185.

15.   Jianbo Liu, Yongcheng Liu, Ying Wang, Véronique Prinet, Shiming Xiang, Chunhong Pan. Decoupled Representation Learning for Skeleton-Based Gesture Recognition, CVPR, 2020: 5750-5759.

16.   Chaoxu Guo, Bin Fan, Qian Zhang, Shiming Xiang, Chunhong Pan. AugFPN: Improving Multi-Scale Feature Learning for Object Detection, CVPR, 2020: 12592-12601.

17.   Zhengkai Jiang, Yu Liu, Ceyuan Yang, Jihao Liu, Peng Gao, Qian Zhang, Shiming Xiang, Chunhong Pan. Learning Where to Focus for Efficient Video Object Detection, ECCV, (16) 2020: 18-34.

18.   Kun Ding, Guojin He, Huxiang Gu, Zisha Zhong, Shiming Xiang, Chunhong Pan. PackDet: Packed Long-Head Object Detector, ECCV, (13) 2020: 172-188.

19.   Kun Tian, Tong Zhou, Shiming Xiang, Chunhong Pan. Forground-Guided Vehicle Perception Framework, ICPR, 2020: 8015-8020.

20.   Yirong Yang, Bin Fan, Yongcheng Liu, Hua Lin, Jiyong Zhang, Xin Liu, Xinyu Cai, Shiming Xiang, Chunhong Pan. Deep Space Probing for Point Cloud Analysis, ICPR, 2020: 10235-10242.

 

2019

21.   Cheng Da, Gaofeng Meng, Shiming Xiang, Kun Ding, Shibiao Xu, Qing Yang, Chunhong Pan. Nonlinear Asymmetric Multi-Valued Hashing, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 41(11): 2660-2676, 2019.

22.   Tingzhao Yu, Lingfeng Wang, Chaoxu Guo, Huxiang Gu, Shiming Xiang, Chunhong Pan. Pseudo low rank video representation, Pattern Recognition (PR), 85: 50-59, 2019.

23.   Xinyu Xiao, Lingfeng Wang, Kun Ding, Shiming Xiang, Chunhong Pan. Dense semantic embedding network for image captioning, Pattern Recognition (PR), 90: 285-296, 2019.

24.   Jie Gu, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Blind image quality assessment via learnable attention-based pooling, Pattern Recognition (PR), 91: 332-344, 2019.

25.   Qi Zhang, Jianlong Chang, Gaofeng Meng, Shibiao Xu, Shiming Xiang, Chunhong Pan. Learning graph structure via graph convolutional networks, Pattern Recognition (PR), 95: 308-318, 2019.

26.   Shichen Guo, Qizhao Jin, Hongzhen Wang, Xuezhi Wang, Yangang Wang, Shiming Xiang. Learnable Gated Convolutional Neural Network for Semantic Segmentation in Remote-Sensing Images, Remote Sensing, 11(16): 1922, 2019.

27.   Bin Fan, Qingqun Kong, Xinchao Wang, Zhiheng Wang, Shiming Xiang, Chunhong Pan, Pascal Fua. A Performance Evaluation of Local Features for Image-Based 3D Reconstruction, IEEE Transactions on Image Processing (T-IP), 28(10): 4774-4789, 2019.

28.   Tingzhao Yu, Lingfeng Wang, Cheng Da, Huxiang Gu, Shiming Xiang, Chunhong Pan. Weakly Semantic Guided Action Recognition, IEEE Transactions on Multimedia (T-MM), 21(10): 2504-2517, 2019.

29.   Xinyu Xiao, Lingfeng Wang, Kun Ding, Shiming Xiang, Chunhong Pan. Deep Hierarchical Encoder-Decoder Network for Image Captioning, IEEE Transactions on Multimedia (T-MM), 21(11): 2942-2956, 2019.

30.   Jianlong Chang, Xinbang Zhang, Yiwen Guo, Gaofeng Meng, Shiming Xiang, Chunhong Pan. DATA: Differentiable ArchiTecture Approximation, NeurIPS, 2019: 874-884.

31.   Yukang Chen, Gaofeng Meng, Qian Zhang, Shiming Xiang, Chang Huang, Lisen Mu, Xinggang Wang. RENAS: Reinforced Evolutionary Neural Architecture Search, CVPR, 2019: 4787-4796.

32.   Yongcheng Liu, Bin Fan, Shiming Xiang, Chunhong Pan. Relation-Shape Convolutional Neural Network for Point Cloud Analysis, CVPR, 2019: 8895-8904.

33.   Chaoxu Guo, Bin Fan, Jie Gu, Qian Zhang, Shiming Xiang, Véronique Prinet, Chunhong Pan. Progressive Sparse Local Attention for Video Object Detection, ICCV, 2019: 3908-3917.

34.   Yongcheng Liu, Bin Fan, Gaofeng Meng, Jiwen Lu, Shiming Xiang, Chunhong Pan. DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing, ICCV, 2019: 5238-5247.

35.   Jie Gu, Gaofeng Meng, Cheng Da, Shiming Xiang, Chunhong Pan. No-Reference Image Quality Assessment with Reinforcement Recursive List-Wise Ranking, AAAI, 2019: 8336-8343.

36.   Zhengkai Jiang, Peng Gao, Chaoxu Guo, Qian Zhang, Shiming Xiang, Chunhong Pan. Video Object Detection with Locally-Weighted Deformable Neighbors, AAAI, 2019: 8529-8536.

37.   Xinyu Xiao, Lingfeng Wang, Shiming Xiang, Chunhong Pan. What and Where the Themes Dominate in Image, AAAI, 2019: 9021-9029.

38.   Xinyu Xiao, Lingfeng Wang, Bin Fan, Shiming Xiang, Chunhong Pan. Guiding the Flowing of Semantics: Interpretable Video Captioning via POS Tag, EMNLP/IJCNLP (1), 2019: 2068-2077.

39.   Shen Fang, Qi Zhang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction, IJCAI, 2019: 2286-2293.

40.   Qiang Yu, Wei Sui, Ying Wang, Shiming Xiang, Chunhong Pan. Incremental Poisson Surface Reconstruction for Large Scale Three-Dimensional Modeling, PRCV (3), 2019: 442-453.

 

2018

41.   Kun Ding, Chunlei Huo, Bin Fan, Shiming Xiang, Chunhong Pan. In Defense of Locality-Sensitive Hashing, IEEE Transactions on Neural Network and Learning Systems (T-NNLS), 29(1): 87-103, 2018.

42.   Je Gu, Gaofeng Meng, Judith A. Redi, Shiming Xiang, Chunhong Pan. Blind Image Quality Assessment via Vector Regression and Object Oriented Pooling, IEEE Transactions on Multimedia (T-MM), 20(5): 1140-1153, 2018.

43.   Yongcheng Liu, Bin Fan, Lingfeng Wanga, Jun Bai, Shiming Xiang, Chunhong Pan. Semantic Labeling in very High Resolution Images via A Self-cascaded Convolutional Neural Network, ISPRS Journal of Photogrammetry and Remote Sensing (JPRS), vol 145, 78-95, 2018.

44.   Shibiao Xu, Xingjia Pan, Er Li, Baoyuan Wu, Shuhui Bu, Weiming Dong, Shiming Xiang, Xiaopeng Zhang: Automatic Building Rooftop Extraction From Aerial Images via Hierarchical RGB-D Priors, IEEE Transactions on Geoscience and Remote Sensing (T-GRS), 56(12): 7369-7387, 2018.

45.   Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Vision-Based Occlusion Handling and Vehicle Classification for Traffic Surveillance Systems, IEEE Intelligent Transportation Systems Magazine (ITSM), 10(2): 80-92, 2018.

46.   Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Deep unsupervised learning with consistent inference of latent representations, Pattern Recognition (PR), 77: 438-453, 2018.

47.   Tingzhao Yu, Lingfeng Wang, Huxiang Gu, Shiming Xiang, Chunhong Pan. Deep generative video prediction, Pattern Recognition Letters (PRL), 110: 58-65, 2018.

48.   Tingzhao Yu, Chaoxu Guo, Lingfeng Wang, Huxiang Gu, Shiming Xiang, Chunhong Pan. Joint spatial-temporal attention for action recognition, Pattern Recognition Letters (PRL), 112: 226-233, 2018.

49.   Tingzhao Yu, Chaoxu Guo, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Self-Paced AutoEncoder, IEEE Signal Processing Letters (SPL), 25(7): 1054-1058, 2018.

50.   Jianlong Chang, Jie Gu, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Structure-Aware Convolutional Neural Networks, NeurIPS, 2018: 11-20.

51.   Kun Yuan, Qian Zhang, Chang Huang, Shiming Xiang, Chunhong Pan. SafeNet: Scale-normalization and Anchor-based Feature Extraction Network for Person Re-identification, IJCAI, 2018: 1121-1127.

52.   Yongcheng Liu, Lu Sheng, Jing Shao, Junjie Yan, Shiming Xiang, Chunhong Pan. Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection, ACM Multimedia, 2018: 700-708.

53.   Gaofeng Meng, Yuanqi Su, Ying Wu, Shiming Xiang, Chunhong Pan. Exploiting Vector Fields for Geometric Rectification of Distorted Document Images, ECCV, (16) 2018: 180-195.

54.   Chaoxu Guo, Tingzhao Yu, Huxiang Gu, Shiming Xiang, Chunhong Pan. Mgn: Multi-Glimpse Network for Action Recognition, ICASSP, 2018: 1932-1936.

55.   Liang Yan, Bin Fan, Shiming Xiang, Chunhong Pan. Adversarial Domain Adaptation with a Domain Similarity Discriminator for Semantic Segmentation of Urban Areas, ICIP, 2018: 1583-1587.

56.   Xiyan Liu, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Semantic Image Synthesis via Conditional Cycle-Generative Adversarial Networks, ICPR, 2018: 988-993.

57.   Qi Zhang, Qizhao Jin, Jianlong Chang, Shiming Xiang, Chunhong Pan. Kernel-Weighted Graph Convolutional Network: A Deep Learning Approach for Traffic Forecasting, ICPR, 2018: 1018-1023.

 

2017

58.   Gaofeng Meng, Shiming Xiang, Chunhong Pan, Nanning Zheng: Active Rectification of Curved Document Images Using Structured Beams, International Journal of Computer Vision (IJCV), 122(1): 34-60, 2017.

59.   Guangliang Cheng, Ying Wang, Shibiao Xu, Hongzhen Wang, Shiming Xiang, Chunhong Pan. Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network, IEEE Transactions on Geoscience and Remote Sensing (T-GRS), 55(6): 3322-3337, 2017.

60.   Kun Ding, Bin Fan, Chunlei Huo, Shiming Xiang, Chunhong Pan. Cross-Modal Hashing via Rank-Order Preserving, IEEE Transactions on Multimedia (T-MM), 19(3): 571-585, 2017.

61.   Xueyun Chen, Ren-Xi Gong, Ling-Ling Xie, Shiming Xiang, Cheng-Lin Liu, Chunhong Pan. Building Regional Covariance Descriptors for Vehicle Detection, IEEE Geoscience and Remote Sensing Letters (GRSL), 14(4): 524-528, 2017.

62.   Hongzhen Wang, Ying Wang, Qian Zhang, Shiming Xiang, Chunhong Pan. Gated Convolutional Neural Network for Semantic Segmentation in High-Resolution Images, Remote Sensing, 9(5): 446, 2017.

63.   Guoli Wang, Bin Fan, Shiming Xiang, Chunhong Pan. Aggregating Rich Hierarchical Features for Scene Classification in Remote Sensing Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 10(9): 4104-4115, 2017.

64.   Dongcai Cheng, Gaofeng Meng, Shiming Xiang, Chunhong Pan. FusionNet: Edge Aware Deep Convolutional Networks for Semantic Segmentation of Remote Sensing Harbor Images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 10(12): 5769-5783, 2017.

65.   Cheng Da, Shibiao Xu, Kun Ding, Gaofeng Meng, Shiming Xiang, Chunhong Pan. AMVH: Asymmetric Multi-Valued hashing, CVPR, 2017: 898-906.

66.   Jianlong Chang, Lingfeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Deep Adaptive Image Clustering, ICCV, 2017: 5880-5888.

67.   Gaofeng Meng, Kun Yuan, Ying Wu, Shiming Xiang, Chunhong Pan. Deep Networks for Degraded Document Image Binarization through Pyramid Reconstruction, ICDAR, 2017: 727-732.

68.   Kun Yuan, Gaofeng Meng, Dongcai Cheng, Jun Bai, Shiming Xiang, Chunhong Pan. Efficient cloud detection in remote sensing images using edge-aware segmentation network and easy-to-hard training strategy, ICIP, 2017: 61-65.

69.   Zisha Zhong, Bin Fan, Jun Bai, Shiming Xiang, Chunhong Pan. Structured binary feature extraction for hyperspectral imagery classification, ICIP, 2017: 525-529.

70.   Yongcheng Liu, Bin Fan, Lingfeng Wang, Jun Bai, Shiming Xiang, Chunhong Pan. Context-aware cascade network for semantic labeling in VHR image, ICIP, 2017: 575-579.

71.   Cheng Da, Yang Yang, Kun Ding, Chunlei Huo, Shiming Xiang, Chunhong Pan. Efficient similarity learning for asymmetric hashing, ICIP, 2017: 865-869.

72.   Tingzhao Yu, Huxiang Gu, Lingfeng Wang, Shiming Xiang, Chunhong Pan. Cascaded temporal spatial features for video action recognition, ICIP, 2017: 1552-1556.

 

2016

73.   Yonghao He, Shiming Xiang, Cuicui Kang, Jian Wang, Chunhong Pan. Cross-Modal Retrieval via Deep and Bidirectional Representation Learning, IEEE Transactions on Multimedia (T-MM), 18(7): 1363-1377, 2016.

74.   Zisha Zhong, Bin Fan, Kun Ding, Haichang Li, Shiming Xiang, Chunhong Pan. Efficient Multiple Feature Fusion With Hashing for Hyperspectral Imagery Classification: A Comparative Study, IEEE Transactions on Geoscience and Remote Sensing (T-GRS), 54(8): 4461-4478, 2016.

75.   Yongchao Gong, Shiming Xiang, Chunhong Pan. Fine-structured object segmentation via neighborhood propagation, Pattern Recognition (PR), 60: 130-144, 2016.

76.   Guangliang Cheng, Feiyun Zhu, Shiming Xiang, Ying Wang, Chunhong Pan. Accurate urban road centerline extraction from VHR imagery via multiscale segmentation and tensor voting, Neurocomputing, 205: 407-420, 2016.

77.   Dongcai Cheng, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Efficient sea-land segmentation using seeds learning and edge directed graph cut, Neurocomputing, 207: 36-47, 2016.

78.   Guangliang Cheng, Feiyun Zhu, Shiming Xiang, Chunhong Pan. Road Centerline Extraction via Semisupervised Segmentation and Multidirection Nonmaximum Suppression, IEEE Geoscience and Remote Sensing Letters (GRSL), 13(4): 545-549, 2016.

79.   Guangliang Cheng, Feiyun Zhu, Shiming Xiang, Ying Wang, Chunhong Pan. Semisupervised Hyperspectral Image Classification via Discriminant Analysis and Robust Regression, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 9(2): 595-608, 2016.

80.   Bin Fan, Qingqun Kong, Wei Sui, Zhiheng Wang, Xinchao Wang, Shiming Xiang, Chunhong Pan, Pascal Fua. Do We Need Binary Features for 3D Reconstruction? CVPR Workshops, 2016: 1126-1135.

81.   Yongchao Gong, Shiming Xiang, Lingfeng Wang, Chunhong Pan. Fine-structured object segmentation via edge-guided graph cut with interaction simplification, ICASSP, 2016: 1801-1805.

82.   Yongchao Gong, Shiming Xiang, Chunhong Pan. Data-guided random walks for fine-structured object segmentation, ICASSP, 2016: 1806-1810.

 

2015

83.   Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, Changshui Zhang. Image Deblurring with Coupled Dictionary Learning, International Journal of Computer Vision (IJCV), 114(2-3): 248-271, 2015.

84.   Ying Wang, Chunhong Pan, Shiming Xiang, Feiyun Zhu: Robust Hyperspectral Unmixing With Correntropy-Based Metric, IEEE Transactions on Image Processing (T-IP), 24(11): 4027-4040, 2015.

85.   Cuicui Kang, Shiming Xiang, Shengcai Liao, Changsheng Xu, Chunhong Pan. Learning Consistent Feature Representation for Cross-Modal Multimedia Retrieval, IEEE Transactions on Multimedia (T-MM), 17(3): 370-381, 2015.

86.   Xu-Yao Zhang, LingFeng Wang, Shiming Xiang, Cheng-Lin Liu: Retargeted Least Squares Regression Algorithm, IEEE Transactions on Neural Network and Learning Systems (T-NNLS), 26(9): 2206-2213, 2015.

87.   Yonghao He, Cuicui Kang, Jian Wang, Shiming Xiang, Chunhong Pan. Image tag-ranking via pairwise supervision based semi-supervised model, Neurocomputing, 167: 614-624, 2015.

88.   Xueyun Chen, Shiming Xiang, Cheng-Lin Liu, Chunhong Pan. Aircraft Detection by Deep Convolutional Neural Networks, IPSJ Transactions on Computer Vision and Applications (CVA), 7: 10-17, 2015.

89.   Zisha Zhong, Bin Fan, Jiangyong Duan, LingFeng Wang, Kun Ding, Shiming Xiang, Chunhong Pan. Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters (GRSL), 12(5): 1028-1032, 2015.

90.   Haichang Li, Shiming Xiang, Zisha Zhong, Kun Ding, Chunhong Pan. Multicluster Spatial-Spectral Unsupervised Feature Selection for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters (GRSL), 12(8): 1660-1664, 2015.

91.   Jun Bai, Shiming Xiang, Limin Shi, Chunhong Pan. Semisupervised Pair-Wise Band Selection for Hyperspectral Images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 8(6): 2798-2813, 2015.

92.   Feiyun Zhu, Bin Fan, Xinliang Zhu, Ying Wang, Shiming Xiang, Chunhong Pan. 10, 000+ Times Accelerated Robust Subset Selection, AAAI, 2015: 3217-3224.

93.   Feihu Zhang, Longquan Dai, Shiming Xiang, Xiaopeng Zhang: Segment Graph Based Image Filtering: Fast Structure-Preserving Smoothing, ICCV, 2015: 361-369.

94.   Gaofeng Meng, Zuming Huang, Yonghong Song, Shiming Xiang, Chunhong Pan. Extraction of Virtual Baselines from Distorted Document Images Using Curvilinear Projection, ICCV, 2015: 3925-3933.

95.   Cuicui Kang, Shengcai Liao, Yonghao He, Jian Wang, Wenjia Niu, Shiming Xiang, Chunhong Pan. Cross-Modal Similarity Learning: A Low Rank Bilinear Formulation, CIKM, 2015: 1251-1260.

96.   Jun Bai, Limin Shi, Bangyu Li, Shiming Xiang, Chunhong Pan. Super-resolution reconstruction using graph Laplacian penalization, ICIP, 2015: 487-491.

97.   Yongchao Gong, Shiming Xiang, Lingfeng Wang, Chunhong Pan. Fine-structured object segmentation via local and nonlocal neighborhood propagation, ICIP, 2015: 4619-4623.

98.   Jian Wang, Yonghao He, Cuicui Kang, Shiming Xiang, Chunhong Pan. Image-Text Cross-Modal Retrieval via Modality-Specific Feature Learning, ICMR, 2015: 347-354.

99.   Yonghao He, Jian Wang, Cuicui Kang, Shiming Xiang, Chunhong Pan. Large Scale Image Annotation via Deep Representation Learning and Tag Embedding Learning, ICMR, 2015: 523-526.

 

2014

100.  Feiyun Zhu, Ying Wang, Bin Fan, Shiming Xiang, Gaofeng Meng, Chunhong Pan. Spectral Unmixing via Data-Guided Sparsity, IEEE Transactions on Image Processing (T-IP), 23(12): 5412-5427, 2014.

101.  Cuicui Kang, Shengcai Liao, Shiming Xiang, Chunhong Pan. Kernel sparse representation with pixel-level and region-level local feature kernels for face recognition, Neurocomputing, 133: 141-152, 2014.

102.  Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Multifocus image fusion via focus segmentation and region reconstruction, Neurocomputing, 140: 193-209, 2014.

103.  Xueyun Chen, Shiming Xiang, Cheng-Lin Liu, Chunhong Pan. Vehicle Detection in Satellite Images by Hybrid Deep Convolutional Neural Networks, IEEE Geoscience and Remote Sensing Letters (GRSL), 11(10): 1797-1801, 2014.

104.  Gaofeng Meng, Ying Wang, Shenquan Qu, Shiming Xiang, Chunhong Pan. Active Flattening of Curved Document Images via Two Structured Beams, CVPR, 2014: 3890-3897.

105.  Shuangshuang Li, Yonghao He, Shiming Xiang, LingFeng Wang, Chunhong Pan. Transferring Segmentation from Image to Image via Contextual Sparse Representation, CCPR (2), 2014: 1-11.

106.  Hongfei Xiao, Gaofeng Meng, LingFeng Wang, Shiming Xiang, Chunhong Pan. Facade repetition extraction using block matrix based model, ICIP, 2014: 1673-1677.

107.  Yonghao He, Jian Wang, Shiming Xiang, Chunhong Pan. Image annotation via learning the image-label interrelations, ICIP, 2014: 3102-3106.

108.  Hongfei Xiao, LingFeng Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Facade Labeling via Explicit Matrix Factorization, ICISP, 2014: 468-476.

109.  Haichang Li, Jiangyong Duan, Shiming Xiang, LingFeng Wang, Chunhong Pan. Local Label Probability Propagation for Hyperspectral Image Classification, ICPR, 2014: 4251-4256.

110.  Jian Wang, Cuicui Kang, Yonghao He, Shiming Xiang, Chunhong Pan. Cross Modal Deep Model and Gaussian Process Based Model for MSR-Bing Challenge, ACM Multimedia (workshop), 2014: 225-228.

 

2013

111.  Gaofeng Meng, Shiming Xiang, Nanning Zheng, Chunhong Pan. Nonparametric Illumination Correction for Scanned Document Images via Convex Hulls, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 35(7): 1730-1743, 2013.

112.  LingFeng Wang, Shiming Xiang, Gaofeng Meng, Huai-Yu Wu, Chunhong Pan. Edge-Directed Single-Image Super-Resolution Via Adaptive Gradient Magnitude Self-Interpolation, Transactions on Circuits and Systems for Video Technology (T-CSVT), 23(8): 1289-1299, 2013.

113.  Jun Bai, Shiming Xiang, Chunhong Pan. A Graph-Based Classification Method for Hyperspectral Images, IEEE Transactions on Geoscience and Remote Sensing (T-GRS), 51(2): 803-817, 2013.

114.  Ying Wang, Shiming Xiang, Chunhong Pan, LingFeng Wang, Gaofeng Meng: Level set evolution with locally linear classification for image segmentation, Pattern Recognition (PR), 46(6): 1734-1746, 2013.

115.  Gaofeng Meng, Ying Wang, Jiangyong Duan, Shiming Xiang, Chunhong Pan. Efficient Image Dehazing with Boundary Constraint and Contextual Regularization, ICCV, 2013: 617-624.

116.  Xueyun Chen, Shiming Xiang, Cheng-Lin Liu, Chunhong Pan. Aircraft Detection by Deep Belief Nets, ACPR, 2013: 54-58.

117.  Xueyun Chen, Shiming Xiang, Cheng-Lin Liu, Chunhong Pan. Vehicle Detection in Satellite Images by Parallel Deep Convolutional Neural Networks, ACPR, 2013: 181-185.

118.  Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Multifocus Image Fusion via Region Reconstruction, ACPR, 2013: 396-400.

119.  Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Multi-scale Deblurring with Smooth Region Constraints, ACPR, 2013: 581-585.

120.  Cuicui Kang, Shengcai Liao, Shiming Xiang, Chunhong Pan. Local Sparse Discriminant Analysis for Robust Face Recognition, CVPR Workshops, 2013: 846-853.

121.  Jiangyong Duan, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Removing out-of-focus blur from similar image pairs, ICASSP, 2013: 1617-1621.

122.  Jixia Zhang, Haibo Wang, Shaoguo Liu, Franck Davoine, Chunhong Pan, Shiming Xiang. Active learning based automatic face segmentation for kinect video, ICASSP, 2013: 1816-1820.

123.  Yuan Xu, Chunlei Huo, Shiming Xiang, Chunhong Pan. Robust VHR image change detection based on local features and multi-scale fusion, ICASSP, 2013: 1991-1995.

124.  Jun Chu, Anzheng GuoLu, LingFeng Wang, Chunhong Pan, Shiming Xiang. Indoor frame recovering via line segments refinement and voting, ICASSP, 2013: 1996-2000.

125.  Haichang Li, Ying Wang, Jiangyong Duan, Shiming Xiang, Chunhong Pan. Group sparsity based semi-supervised band selection for hyperspectral images, ICIP, 2013: 3225-3229.

126.  Leigang Huo, Xiangchu Feng, Chunhong Pan, Shiming Xiang, Chunlei Huo. Learning smooth dictionary for image denoising, ICNC, 2013: 1388-1392.

 

2012

127.  Gaofeng Meng, Chunhong Pan, Shiming Xiang, Jiangyong Duan. Metric Rectification of Curved Document Images, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 34(4): 707-722, 2012.

128.  Shiming Xiang, Feiping Nie, Gaofeng Meng, Chunhong Pan, Changshui Zhang. Discriminative Least Squares Regression for Multiclass Classification and Feature Selection, IEEE Transactions on Neural Network and Learning Systems (T-NNLS), 23(11): 1738-1754, 2012.

129.  Shiming Xiang, Gaofeng Meng, Ying Wang, Chunhong Pan, Changshui Zhang. Image deblurring with matrix regression and gradient evolution, Pattern Recognition (PR), 45(6): 2164-2179, 2012.

130.  Feiping Nie, Shiming Xiang, Yun Liu, Chenping Hou, Changshui Zhang. Orthogonal vs. uncorrelated least squares discriminant analysis for feature extraction, Pattern Recognition Letters (PRL), 33(5): 485-491, 2012.

131.  Huxiang Gu, Ying Wang, Shiming Xiang, Gaofeng Meng, Chunhong Pan. Image Guided Tone Mapping with Locally Nonlinear Model, ECCV (4), 2012: 786-799.

132.  Cuicui Kang, Shengcai Liao, Shiming Xiang, Chunhong Pan. Kernel Homotopy based sparse representation for object classification, ICPR, 2012: 1479-1482.

133.  Jun Bai, Shiming Xiang, Chunhong Pan. Classification oriented semi-supervised band selection for hyperspectral images, ICPR, 2012: 1888-1891.

134.  Huxiang Gu, Ying Wang, Gaofeng Meng, Shiming Xiang, Chunhong Pan. Guided tone mapping, SIGGRAPH Posters, 2012: 57.

135.  Siwei Lai, Yang Liu, Huxiang Gu, Liheng Xu, Kang Liu, Shiming Xiang, Jun Zhao, Rui Diao, Liang Xiang, Hang Li, Dong Wang: Hybrid Recommendation Models for Binary User Preference Prediction Problem, KDD Cup, 2012: 137-151 2011.

 

2011

136.  Shiming Xiang, Chunhong Pan, Feiping Nie, Changshui Zhang. Interactive Image Segmentation With Multiple Linear Reconstructions in Windows, IEEE Transactions on Multimedia (T-MM), 13(2): 342-352, 2011.

137.  Shiming Xiang, Feiping Nie, Chunhong Pan, Changshui Zhang. Regression Reformulations of LLE and LTSA With Locally Linear Transformation, IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 41(5): 1250-1262, 2011.

138.  Feiping Nie, Dong Xu, Xuelong Li, Shiming Xiang. Semisupervised Dimensionality Reduction and Classification Through Virtual Label Regression, IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 41(3): 675-685, 2011.

139.  Ying Wang, Hongping Yan, Chunhong Pan, Shiming Xiang. Image editing based on Sparse Matrix-Vector multiplication, ICASSP, 2011: 1317-1320.

140.  LingFeng Wang, Chunhong Pan, Shiming Xiang. MEAN-shift tracking algorithm with weight fusion strategy, ICIP, 2011: 473-476.

141.  Wei Li, Shiming Xiang, Haibo Wang, Chunhong Pan. Robust airplane detection in satellite images, ICIP, 2011: 2821-2824.

142.  Cuicui Kang, Shengcai Liao, Shiming Xiang, Chunhong Pan. Kernel sparse representation with local patterns for face recognition, ICIP, 2011: 3009-3012.

143.  Ying Wang, LingFeng Wang, Shiming Xiang, Chunhong Pan. Level set evolution with locally linear classification for image segmentation, ICIP, 2011: 3361-3364.

 

2010

144.  Shiming Xiang, Feiping Nie, Changshui Zhang. Semi-Supervised Classification via Local Spline Regression, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 32(11): 2039-2053, 2010.

145.  Shiming Xiang, Chunhong Pan, Feiping Nie, Changshui Zhang. TurboPixel Segmentation Using Eigen-Images, IEEE Transactions on Image Processing (T-IP), 19(11): 3024-3034, 2010.

146.  Changshui Zhang, Feiping Nie, Shiming Xiang. A general kernelization framework for learning algorithms based on kernel PCA, Neurocomputing, 73(4-6): 959-967, 2010.

147.  Feiping Nie, Shiming Xiang, Yun Liu, Changshui Zhang. A general graph-based semi-supervised learning with novel class discovery, Neural Computing and Applications (NCA), 19(4): 549-555, 2010.

148.  Yi Yang, Feiping Nie, Shiming Xiang, Yueting Zhuang, Wenhua Wang: Local and Global Regressive Mapping for Manifold Learning with Out-of-Sample Extrapolation, AAAI, 2010.

 

2009

149.  Shiming Xiang, Feiping Nie, Chunxia Zhang, Changshui Zhang. Interactive Natural Image Segmentation via Spline Regression, IEEE Transactions on Image Processing (T-IP), 18(7): 1623-1632, 2009.

150.  Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Nonlinear Dimensionality Reduction with Local Spline Embedding, IEEE Transactions on Knowledge and Data Engineering (T-KDE), 21(9): 1285-1298, 2009.

151.  Feiping Nie, Shiming Xiang, Yangqing Jia, Changshui Zhang. Semi-supervised orthogonal discriminant analysis via label propagation, Pattern Recognition (PR), 42(11): 2615-2627, 2009.

152.  Feiping Nie, Shiming Xiang, Yangqiu Song, Changshui Zhang. Extracting the optimal dimensionality for local tensor discriminant analysis, Pattern Recognition (PR), 42(1): 105-114, 2009.

153.  Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang, Chunxia Zhang. Embedding new data points for manifold learning via coordinate propagation, Knowledge and Information Systems (KAIS), 19(2): 159-184, 2009.

154.  Chunxia Zhang, Shiming Xiang, Feiping Nie, Yangqiu Song: Nonlinear dimensionality reduction with relative distance comparison, Neurocomputing, 72(7-9): 1719-1731, 2009.

155.  Changshui Zhang, Feiping Nie, Shiming Xiang, Chenping Hou. Soft Constraint Harmonic Energy Minimization for Transductive Learning and its Two Interpretations, Neural Processing Letters (NPL), 30(2): 89-102, 2009.

156.  Yangqiu Song, Changshui Zhang, Jianguo Lee, Fei Wang, Shiming Xiang, Dan Zhang. Semi-supervised discriminative classification with application to tumorous tissues segmentation of MR brain images, Pattern Analysis and Applications (PAA), 12(2): 99-115, 2009.

157.  Yan-Ming Zhang, Xinwen Hou, Shiming Xiang, Cheng-Lin Liu. Subspace Regularization: A New Semi-supervised Learning Method, ECML/PKDD (2), 2009: 586-601.

 

2008

158.  Shiming Xiang, Feiping Nie, Changshui Zhang. Learning a Mahalanobis distance metric for data clustering and classification, Pattern Recognition (PR), 41(12): 3600-3612, 2008.

159.  Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang. Contour graph based human tracking and action sequence recognition, Pattern Recognition (PR), 41(12): 3653-3664, 2008.

160.  Yangqiu Song, Feiping Nie, Changshui Zhang, Shiming Xiang. A unified framework for semi-supervised dimensionality reduction, Pattern Recognition (PR), 41(9): 2789-2799, 2008.

161.  Feiping Nie, Shiming Xiang, Yangqing Jia, Changshui Zhang, Shuicheng Yan. Trace Ratio Criterion for Feature Selection, AAAI, 2008: 671-676.

162.  Min Xu, Stan Z. Li, Bin Li, Xiaotong Yuan, Shiming Xiang. A set theoretical method for video synopsis, Multimedia Information Retrieval (MIR), 2008: 366-370.

 

2007

163.  Feiping Nie, Shiming Xiang, Changshui Zhang. Neighborhood MinMax Projections, IJCAI, 2007: 993-998.

164.  Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Interactive Visual Object Extraction Based on Belief Propagation, MMM (1), 2007: 24-33.

165.  Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang, Chunxia Zhang. Embedding New Data Points for Manifold Learning Via Coordinate Propagation, PAKDD, 2007: 332-343.

166.  Feiping Nie, Shiming Xiang, Yangqiu Song, Changshui Zhang. Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition, CVPR Workshop, 2007.

167.  Lun Zhang, Stan Z. Li, Xiaotong Yuan, Shiming Xiang. Real-time Object Classification in Video Surveillance Based on Appearance Learning, CVPR Workshop, 2007.

168.  Feiping Nie, Shiming Xiang, Yangqiu Song, Changshui Zhang. Extracting the Optimal Dimensionality for Discriminant Analysis, ICASSP (2), 2007: 617-620.

169.  Yangqiu Song, Changshui Zhang, Shiming Xiang. Semi-Supervised Music Genre Classification, ICASSP (2), 2007: 729-732.

170.  Lun Zhang, Rufeng Chu, Shiming Xiang, Shengcai Liao, Stan Z. Li. Face Detection Based on Multi-Block LBP Representation, ICB, 2007: 11-18.

 

2006

171.  Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Spline Embedding for Nonlinear Dimensionality Reduction, ECML, 2006: 825-832.

172.  Shiming Xiang, Feiping Nie, Changshui Zhang. Texture Image Segmentation: An Interactive Framework Based on Adaptive Features and Transductive Learning, ACCV (1), 2006: 216-225.

173.  Shiming Xiang, Feiping Nie, Changshui Zhang. Exemplar-Based Human Contour Tracking, ACCV (1), 2006: 338-347.

174.  Shiming Xiang, Feiping Nie, Changshui Zhang. Contour Matching Based on Belief Propagation, ACCV (2) , 2006: 489-498.

2005

175.  Shiming Xiang, Changshui Zhang, Xiaoping Chen, Naijiang Lu. A New Approach to Human Motion Sequence Recognition with Application to Diving Actions, MLDM, 2005: 487-496.

科研活动

   
科研项目
( 1 ) 结构化判别字典学习及其应用研究, 主持, 国家级, 2013-01--2016-12
( 2 ) 二元空间的协同互动感知(子课题), 主持, 国家级, 2012-01--2016-12
( 3 ) 城市植被多种数据源信息的三维精细重建与大规模真实感快速呈现, 参与, 国家级, 2014-01--2018-12
( 4 ) 城市道路交通大数据融合方法研究, 主持, 国家级, 2017-01--2020-12
( 5 ) 大数据智能天气预报, 主持, 研究所(学校), 2017-10--2019-10
( 6 ) 基于实况的机器学习预报及偏差订正技术探索, 主持, 研究所(学校), 2019-09--2020-12
( 7 ) 知识表示框架和网络结构自适应, 主持, 国家级, 2019-11--2023-12
( 8 ) 降雨预报中的深度学习方法研究, 主持, 国家级, 2021-01--2024-12
( 9 ) 城市场景高精度三维感知与高效语义理解(子项), 参与, 市地级, 2021-05--2022-12

所授课程

硕士生课程: 《模式识别》           (怀柔校区)

              《模式识别导论》       (怀柔校区)

              《机器学习导论》       (怀柔校区,2018-2020)


博士生课程: 模式识别与机器学习》 (中关村东路,2009至今)