邓伟洪

邓伟洪 副教授,博士生导师 

招生简章,三好学生:科研热情+优秀学业+编程实践)               

 (邮箱:myname@bupt.edu.cn; myname=”whdeng”)(English version)        new2

科研推荐

  • 细粒度相似脸甄别(验证)新问题及数据库,通过众包方式挑选3000对外貌相似人脸,以更高难度的方式重新定义了国际权威的Labeled Face in-the-Wild (LFW) 人脸识别评测,实测主流深度学习方法的准确率从99.5%下降到95%左右。
  • 真实世界复合表情识别新问题及数据库,通过众包方式标注真实世界图片中的人脸表情,在国际上首次构建并公开了现实环境下的大规模“复合表情”图片数据集,发表了CVPR会议上第一篇关于表情识别的公开数据库文章。
  • 视觉特征表达系列工作(5篇一作TPAMI文章),提出了ESRC, TIPCA, CLBP等具有广泛应用的新表示模型和特征提取方法。

研究方向

计算机视觉深度学习人工智能模式识别理论与应用

  • 近年来以在包括SCIENCE (Technical Comments)、 IEEE TPAMI、TIP、TIFS、PR、CVPR、ECCV、SIGIR在内的国际期刊和会议上发表论文90余篇,研究论文被世界著名研究机构(如斯坦福大学、加州大学伯克利分校、帝国理工学院、微软研究院等)的同行引用1000余次;
  • 作为项目负责人主持多项图像识别方向的国家自然科学基金研究项目(3项)和腾讯、华为、中兴等企业合作项目;
  • 2004年开发的人脸检测算法获得863评测最高正确检测率;2008年提出的生物启发式人脸识别算法获得FRGC评测实验最高识别率;
  • 担任中国计算机学会青年计算机科技论坛(CCF YOCSEF)委员,VALSE(视觉与学习青年学者研讨会)在线委员会委员,中国计算机学会计算机视觉专委会委员,国家 / 北京市 / 浙江省自然科学基金项目评审专家,国际期刊Image and Vision Computing客座编委,10余个高水平学术期刊(IEEE TPAMI / TIP / TNNLS / TIFS / TSMC-B / TMM, IJCV, PR / PRL, IVC,电子 / 计算机 / 自动化学报等)的审稿人。
  • IEEE计算机视觉与模式识别会议(CVPR2015)专题报告“Distance Metric Learning for Visual Recognition”, 国际人脸和姿态识别学术会议(FG2015)专题报告“Discriminative Learning for Single-Sample Face Recognition”,IEEE 国际多媒体技术大会(ICME2014)专题报告“Learning-based Feature Extraction for Social Media Analysis”,亚洲计算机视觉技术大会(ACCV2014)专题报告”Metric Learning for Visual Recognition“,中国生物特征识别会议(CCBR2014)特邀报告“人脸识别中的线性模型”,2016年Asia Biometrics School主讲人之一。
  • 首届国际特征与相似度学习及计算机视觉应用研讨会(FSLCV2014)共同组织者,IEEE国际模式识别大会(ICPR2014),语音及信息处理领域国际学术会议(ICASSP2014),国际人脸和姿态识别学术会议(FG2015)和中国生物识别学术会议(CCBR2015)程序委员会委员。
  • 指导硕士生邬仲钧获得2015年中国生物特征识别学术会议(CCBR2015)最佳论文奖,指导本科生张硕(北邮与Queen Mary联合培养)获得2015年英国工程技术学会年度优秀学生奖。

代表性论著

  1. Weihong Deng, Jiani Hu, Jun Guo, Convolutional LBP: Designing Robust Binary Face Descriptor with Random-Field EigenfiltersIEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017.
  2. Weihong Deng, Jiani Hu, Jun Guo, Collaborative Representation for Face Recognition: Its Discriminant Nature and Decomposed Extension. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017.
  3. Weihong Deng, Jiani Hu, Jiwen Lu, Jun Guo, Transform-Invariant PCA: A Unified Approach to Fully Automatic Face Alignment, Representation, and RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 36, no. 6, pp. 1275–1284, 2014. [pdf]
  4. Weihong Deng, Jiani Hu, Jun Guo, Extended SRC: Undersampled Face Recognition via Intraclass Variant DictionaryIEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 34, no. 9, pp. 1864-1870, 2012. [pdf]
  5. Weihong Deng, Jiani Hu, Jun Guo, Honggang Zhang, Chuang Zhang, “Comments on “Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Application to Face and Palm Biometrics””, IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 30. no. 8, pp. 1503–1504, 2008. [pdf]
  6. Weihong Deng, Jiani Hu, Nanhai Zhang, Binghui Chen, Jun Guo, Fine-grained face verification: FGLFW database, baselines, and human-DCMN partnershipPattern Recognition (PR), 2017.
  7. Weihong Deng, Jiani Hu, Zhongjun Wu, Jun Guo, Lighting-Aware Face Frontalization for Unconstrained Face RecognitionPattern Recognition (PR), 2017.
  8. Weihong Deng, Jiani Hu, Zhongjun Wu, Jun Guo,  From One to Many: Pose-Aware Metric Learning for Single-Sample Face RecognitionPattern Recognition (PR), 2017.
  9. Weihong Deng, Yebin Liu, Jiani Hu, Jun Guo, The small sample size problem of ICA: A comparative study and analysisPattern Recognition (PR), vol. 45, no.12,  pp. 4438-4450, 2012. [pdf]
  10. Weihong Deng, Jiani Hu, Jun Guo, Weidong Cai, Dagan Feng, “Robust, accurate and efficient face recognition from a single training image: A uniform pursuit approach”, Pattern Recognition (PR), vol. 43. no. 5, pp. 1748-1762, 2010. [pdf]
  11. Weihong Deng, Jiani Hu, Jun Guo, Weidong Cai, Dagan Feng, “Emulating biological strategies for uncontrolled face recognition”, Pattern Recognition (PR), vol. 43. no. 6, pp. 2210-2223, 2010. [pdf]
  12. Weihong Deng, Jiani Hu, Xiuzhuang Zhou, Jun Guo, Equidistant Prototypes Embedding for Single Sample Based Face Recognition with Generic Learning and Incremental Learning, Pattern Recognition (PR),vol 47, no. 12, pp. 3738–3749, 2014. [pdf]
  13. Weihong Deng, Jiani Hu, Jun Guo, In Defense of Sparsity Based Face RecognitionIEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013. [pdf]
  14. Weihong Deng, Jiani Hu, Jun Guo, Linear Ranking AnalysisIEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014. [pdf]
  15. Shan Li, Weihong Deng, Junping Du, Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
  16. Binghui Chen, Weihong Deng, Junping Du, Noisy Softmax: Improving the Generalization Ability of DCNN via Postponing the Early Softmax Saturation, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
  17. Weihong Deng, Jun Guo, Jiani Hu, Honggang Zhang , “Comment on “100% Accuracy in Automatic Face Recognition””, SCIENCE (Technical Comment), vol. 321. no. 5891, pp. 912, 2008.

讲授课程

  1. 模式识别(信息工程专业本科生)
  2. 模式识别及应用(通信工程专业本科生)
  3. 神经网络与模糊系统(研究生)

应邀报告

  1. 变换不变性主成分分析及其在人脸识别中的应用,中科院自动化所
  2. 小样本模式识别新技术,清华大学
  3. 扩展稀疏表示及其在人脸识别中的应用,中科院计算所
  4. 人脸识别最新研究进展,腾讯优图

主持科研项目/应用技术

  1. 基于深度特征学习的人脸识别研究,国家自然科学基金面上项目
  2. 基于扩展稀疏表示的多姿态人脸识别研究,国家自然科学基金面上项目
  3. 基于主动感知的人脸识别研究,国家自然科学基金青年基金项目
  4. 计算机视觉与模式识别理论应用,教育部新世纪优秀人才计划
  5. 模式识别与机器学习技术研究,北京市科技新星计划
  6. 模式识别与应用,北京市高等学校青年英才计划
  7. 高维数据判别分析理论及其在图像识别中的应用,北京邮电大学青年科研创新计划
  8. 稀疏表示理论及其在图像识别中的应用,北京邮电大学青年科研创新计划
  9. 智能视频分析技术,企业委托开发项目
  10. 图像特征点定位,企业委托开发项目
  11. 图像特征提取,企业委托开发项目
  12. 面向社交网络的图片自动标注系统开发,企业委托开发项目
  13. 基于模式识别的创新型金融应用产品开发,企业委托开发项目

 应用技术1. 基于图像特征的信息检索

应用1

应用技术2. 基于图像识别的购物推荐

应用3

应用技术3. 人脸支付

无标题

 

 

 

 

 

 

 

应用技术4. 基于人脸识别的虚拟社交服务

应用2

应用技术5. 面向移动互联网的图片自动标注与推送服务

应用

应用技术6. 基于深度图像的视频分析技术

应用2

应用技术7. 实时三维建模技术

研究论文列表(时间倒序)

  1. Weihong Deng, Jiani Hu, Jun Guo, Convolutional LBP: Designing Robust Binary Face Descriptor with Random-Field Eigenfilters. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017.
  2. Weihong Deng, Jiani Hu, Jun Guo, Collaborative Representation for Face Recognition: Its Discriminant Nature and Decomposed Extension. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017.
  3. Weihong Deng, Jiani Hu, Nanhai Zhang, Binghui Chen, Jun Guo, Fine-grained face verification: FGLFW database, baselines, and human-DCMN partnership. Pattern Recognition (PR), 2017.
  4. Weihong Deng, Jiani Hu, Zhongjun Wu, Jun Guo, Lighting-Aware Face Frontalization for Unconstrained Face Recognition. Pattern Recognition (PR), 2017.
  5. Weihong Deng, Jiani Hu, Zhongjun Wu, Jun Guo,  From One to Many: Pose-Aware Metric Learning for Single-Sample Face Recognition, Pattern Recognition (PR), 2017.
  6. Weihong Deng, Yuke Fang, Zhenqi Xu, Jiani Hu,  Facial Landmark Localization by Enhanced Convolutional Neural Network, Neurocomputing, 2017
  7. Shan Li, Weihong Deng, Reliable Crowdsourcing and Deep Locality-Preserving Learning for Unconstrained Expression Recognition, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
  8. Binghui Chen, Weihong Deng, Noisy Softmax: Improving the Generalization Ability of DCNN via Postponing the Early Softmax Saturation, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
  9. Shuying Liu, Yipeng Huang, Jiani Hu, Weihong Deng, Learning Local Responses of Facial Landmarks with Conditional Variational Auto-Encoder for Face Alignment, The 2nd International Workshop on Biometrics in the Wild 2017 (BWild 2017)
  10. Yipeng Huang, Shuying Liu, Jiani Hu, Weihong Deng, Metric-Promoted Siamese Network for Gender Classification, The 2nd International Workshop on Biometrics in the Wild 2017 (BWild 2017)
  11. Bin Dong, Zhanfu An, Jian Lin, Weihong Deng, Attention-Based Template Adaptation for Face Verification, The 2nd International Workshop on Biometrics in the Wild 2017 (BWild 2017)
  12. Zhiwen Liu, Shan Li, Weihong Deng, Boosting-POOF: Boosting Part Based One vs One Feature for Facial Expression Recognition in the Wild, The 2nd International Workshop on Biometrics in the Wild 2017 (BWild 2017)
  13. Guosheng Hu, Fei Yan, Chi-Ho Chan, Weihong Deng, , William Christmas, Josef Kittler, Neil M. Robertson, Face recognition using a unified 3D morphable model, ECCV 2016
  14. Yida Wang, Can Cui, Xiuzhuang Zhou, Weihong Deng, ZigzagNet: Efficient Deep Learning for Real Object Recognition Based on 3D Models, ACCV 2016
  15. Zhongjun Wu, Weihong Deng, Zhanfu An,  Illumination-Recovered Pose Normalization for Unconstrained Face Recognition, ACCV 2016
  16. Zhenqi Xu, Weihong Deng, Jiani Hu, Learning Facial Point Response for Alignment by Purely Convolutional Network, ACCV 2016
  17. Zhiwen Liu, Shan Li, Weihong Deng, Real-World Facial Expression Recognition using Metric Learning Method, CCBR 2016
  18. Zhiwen Liu, Shan Li, Weihong Deng, Recognizing Compound Emotional Expression in Real-world using Metric Learning Method, CCBR 2016
  19. Nanhai Zhang, Jiajie Han, Jiani Hu, Weihong Deng, Locally Rejected Metric Learning Based False Positives Filtering For Face Detection, CCBR 2016
  20. Shuying Liu, Weihong Deng, Pose Aided Deep Convolutional Neural Networks for face alignment, CCBR 2016
  21. Liao Yanbing, Deng Weihong, and Can Cui, Rank Beauty, CCPR 2016
  22. Tongtong Yuan and Weihong Deng, Robust supervised hashing, A robust supervised hashing, CCPR 2016
  23. Jiajie Han, Jiani Hu and Weihong Deng, Constrained Spectral Clustering on Face Annotation System, CCPR 2016
  24. Yan Gao, Shan Li, Weihong Deng, Intensity estimation of the real-world expression, CCPR 2016
  25. Ling Huang, Songguang Tang, Jiani Hu, Weihong Deng, Saliency Region Detection via Graph Model and Statistical Learning, CCPR 2016
  26. Yida Wang, Weihong Deng, Self-Restraint Object Recognition by Model base CNN Learning, ICIP 2016.
  27. Zhongjun Wu, Weihong Deng, One-shot Deep Neural Network for Pose and Illumination Normalization Face Recognition, IEEE International Conference on Multimeida and Expo (ICME) 2016
  28. Zhenqi Xu, Jiani Hu, Weihong Deng, Recurrent Convolutional Neural Network for Video Classification, IEEE International Conference on Multimeida and Expo (ICME) 2016
  29. Binghui Chen, Weihong Deng, Weakly-Supervised Deep Self-learning for Face Recognition, IEEE International Conference on Multimeida and Expo (ICME) 2016
  30. Nanhai Zhang, Jiajie Han, Jiani Hu, Weihong Deng, Geometry-aware Metric Learning For Similar Face Recognition, IEEE International Conference on Multimeida and Expo (ICME) 2016
  31. Shan Li, Weihong Deng, Real world expression recognition: A highly imbalanced detection problem, 9th IAPR International Conference on Biometrics (ICB), 2016
  32. Nanhai Zhang, Weihong Deng, Fine-grained LFW Database, 9th IAPR International Conference on Biometrics (ICB), 2016
  33. Zhongjun Wu, Weihong Deng,  Adaptive Quotient Image with 3D Generic Elastic Models for Pose and Illumination Invariant Face Recognition, The 10th Chinese Conference on Biometric Recognition, pp. 3-10, 2015
  34. Yida Wang, Shasha Li, Jiani Hu, Weihong Deng. Face Recognition Using Local PCA Filters, The 10th Chinese Conference on Biometric Recognition, pp. 35-42, 2015
  35. Nanhai Zhang, Jiajie Han, Jiani Hu, Weihong Deng, Metric Learning Based False Positives Filtering for Face Detection, 10th Chinese Conference on Biometric Recognition, pp. 60-67, 2015
  36. Hongjun Wang and Weihong Deng, Face Recognition via Compact Fisher Vector, 10th Chinese Conference on Biometric Recognition, pp. 68-77, 2015
  37. Jun Li, Shasha Li, Jiani Hu, Weihong Deng, Simultaneous Blurred Face Restoration and Recognition, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  38. Hongjun Wang, Jiani Hu and Weihong Deng, Binary Matchin for High-dimensional Image Descriptors, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  39. Zhenqi Xu, Shan Li, Weihong Deng, Learning Temporal Features Using LSTM-CNN Architecture for Face Anti-spoofing, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  40. Zhongjun Wu, Shan Li, Weihong Deng, Practical Pose Normalizaiton for Pose-Invariant Face Recognition, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  41. Shuying Liu, Weihong Deng, Very Deep Convolutional Neural Network Based Image Classification Using Small Training Sample Size, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  42. Shasha Li, Yukai Tu, Weihong Deng, Jiwen Lu, Noise-resistant local binary pattern based on random projection, 3rd Asian Conference on Pattern Recognition (ACPR), 2015
  43. Shasha Li, Weihong Deng, Face Recognition using Random Features, IEEE Visual Communications and Image Processing (VCIP), 2015.
  44. Weihong Deng, Jiani Hu, Shuo Zhang, Jun Guo, DeepEmo: Real-world Facial Expression Analysis via Deep Learning, IEEE Visual Communications and Image Processing (VCIP), 2015.
  45. Zhongjun Wu, Jiayu Li, Jiani Hu, Weihong Deng Pose-invariant face recognition using 3D multi-depth generic elastic models Automatic Face and Gesture Recognition (FG) 2015: 1-6 2015
  46. Jun Li, Shasha Li, Jiani Hu, Weihong Deng, Adaptive LPQ: An Efficient Descriptor for Blurred Face Recognition, International Conference on Automatic Face and Gesture Recognition, 2015
  47. Jiwen Lu, Gang Wang, Weihong Deng, Kui Jia: Reconstruction-Based Metric Learning for Unconstrained Face Verification. IEEE Transactions on Information Forensics and Security 10(1): 79-89 (2015)
  48. Jiwen Lu, Gang Wang, Weihong Deng, Pierre Moulin, Jie Zhou: Multi-manifold deep metric learning for image set classification. CVPR 2015: 1137-1145
  49. Weihong Deng, Jiani Hu, Jiwen Lu, Jun Guo, Transform-Invariant PCA: A Unified Approach to Fully Automatic Face Alignment, Representation, and Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 36, no. 6, pp. 1275–1284, 2014
  50. Weihong Deng, Jiani Hu, Xiuzhuang Zhou, Jun Guo, Equidistant Prototypes Embedding for Single Sample Based Face Recognition with Generic Learning and Incremental Learning, Pattern Recognition (PR),vol 47, no. 12, pp. 3738–3749, 2014.
  51. Haibin Yan, Jiwen Lu, Weihong Deng, Gang Wang, Discriminative multimetric learning for kinship verification[J]. IEEE Transactions on Information forensics and security, 2014, 9(7): 1169-1178.
  52. Jun Li, Chi Zhang, Jiani Hu, Weihong Deng, Blur-Robust Face Recognition via Transformation Learning. ACCV Workshops (3) 2014: 15-29
  53. Liu Liu, Jiani Hu, Shuo Zhang, Weihong Deng, Extended Supervised Descent Method for Robust Face Alignment. ACCV Workshops (3) 2014: 71-84
  54. Zhoucong Cui, Shuo Zhang, Jiani Hu, Weihong Deng, Evaluation of Smile Detection Methods with Images in Real-World Scenarios. ACCV Workshops (3) 2014: 166-179
  55. Weihong Deng, Jiani Hu, Liu Liu, Jun Guo, Transformed Principal Gradient Orientation for Robust and Precise Batch Face Alignment. ACCV (4) 2014: 708-723
  56. Weihong Deng, Jiani Hu, Jun Guo, Linear Ranking Analysis. CVPR 2014: 3638-3645
  57. Jiwen Lu, Gang Wang, Weihong Deng, Pierre Moulin, Simultaneous Feature and Dictionary Learning for Image Set Based Face Recognition. ECCV (1) 2014: 265-280
  58. Chi Zhang, Xiang Sun, Jiani Hu, Weihong Deng, Precise eye localization by fast local linear SVM. ICME 2014: 1-6
  59. Jiani Hu, Weihong Deng, Jun Guo, Yajing Xu, Max-K-Min Distance Analysis for Dimension Reduction. ICPR 2014: 726-731
  60. Jiani Hu, Weihong Deng, Jun Guo, Online Regression of Grandmother-Cell Responses with Visual Experience Learning for Face Recognition. ICPR 2014: 4606-4611
  61. Liang Yin, Mingzhi Dong, Ying Duan, Weihong Deng, et al, A high-performance training-free approach for hand gesture recognition with accelerometer, Multimedia Tools Applications, 2013.
  62. Weihong Deng, Jiani Hu, Jun Guo, In Defense of Sparsity Based Face Recognition, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013.
  63. Mingzhi Dong, Liang Yin, Weihong Deng, et al., A Maximum K-Min Approach for Classification, AAAI 2013
  64. Weihong Deng, Jiani Hu, Jun Guo: Extended SRC: Undersampled Face Recognition via Intraclass Variant Dictionary. IEEE Trans. Pattern Anal. Mach. Intell. 34(9): 1864-1870 (2012) [SCI IDS 号: 974DD , EI: 20123615400718]
  65. Weihong Deng, Yebin Liu, Jiani Hu, Jun Guo: The small sample size problem of ICA: A comparative study and analysis. Pattern Recognition 45(12): 4438-4450 (2012) [SCI IDS 号: 998WL, EI: 20123115294649]
  66. Liang Yin, Mingzhi Dong, Weihong Deng, Jun Guo, Bin Zhang: Statistical Color Model Based Adult Video Filter. ICME Workshops 2012: 349-353 [EI: 20124015501708]
  67. Mingzhi Dong, Liang Yin, Weihong Deng, Jun Guo, Weiran Xu: A Computationally Efficient Algorithm for Building Statistical Color Models. ICME Workshops 2012: 402-407[EI: 20124015501718]
  68. Jiani Hu, Weihong Deng, Jun Guo, “Robust eye detection via sparse representation”, in proceedings of the 3rd IEEE International Conference on Network Infrastructure and Digital Content, pp.411-415, 2012.[EI: 20130916073019]
  69. Jiani Hu, Weihong Deng, Jun Guo,  “A semi-supervised clustering algorithm based on local scaling graph and label propagation”, in Proceedings of International Conference on Computer Science and Network Technology, pp.1059-1062, 2011.[ EI Accession number 20121915002622]
  70. Hu, Jiani; Deng, Weihong; Guo, Jun, “2D projective transformation based active shape model for facial feature location”, in Proceedings of 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, v 4, p 2442-2446, 2011. [ EI: 20114014401361]
  71. Weihong Deng, Jiani Hu, Jun Guo, Weidong Cai, Dagan Feng, “Robust, accurate and efficient face recognition from a single training image: A uniform pursuit approach”, Pattern Recognition, vol. 43. no. 5, pp. 1748-1762, 2010. [SCI IDS Number: 569RE,EI:20100612695107] (2010年影响因子2.607)
  72. Weihong Deng, Jiani Hu, Jun Guo, Weidong Cai, Dagan Feng, “Emulating biological strategies for uncontrolled face recognition”, Pattern Recognition, vol. 43. no. 6, pp. 2210-2223, 2010. [SCI IDS Number:574KJ,EI:20100812728235] (2010年影响因子2.607)
  73. Honggang Zhang, Weihong Deng, Jun Guo, Jie Yang, “Locality preserving and global discriminant projection with prior information”, MACHINE VISION AND APPLICATIONS, Vol.21, No.4, pp.577-585, 2010. (2010年的影响因子1.479), SCI IDS Number: 592XR,EI:20103813238597
  74. Hu Jiani, Li Yu, Deng Weihong, Guo Jun, Xu Weiran, “Locating facial features by robust active shape model”, 2nd IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2010, pp. 196-200, 2010. [EI: 20110313583711]
  75. 高精度人脸识别算法研究,北京邮电大学博士学位论文(北京市优秀博士学位论文)。
  76. Jiani Hu, Weihong Deng, Jun Guo, etc. Learning a Locality Discriminating Projection for Classification, Knowledge-Based Systems, Elsevier, vol. 22, no. 8, pp.562-568, 2009. [SCI IDS Number: 524AY, EI: 20094312394396] 2009年影响因子:1.308
  77. Jiani Hu, Weihong Deng, Jun Guo. Semi-Supervised Learning Based on Label Propagation through Submanifold, Sixth International Symposium on Neural Networks, Part I, LNCS 5551, pp. 617-623, 2009. (EI: 20093712306872)
  78. Weihong Deng, Jun Guo, Jiani Hu, Hongang Zhang, “Comment on “100% Accuracy in Automatic Face Recognition””, Science, vol. 321. no. 5891, pp. 912, 2008 [SCI IDS Number: 337LD] 2008年影响因子28.103
  79. Weihong Deng, Jiani Hu, Jun Guo, Hongang Zhang, Chuang Zhang, “Comments on “Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Application to Face and Palm Biometrics””, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30. no. 8, pp. 1503-1504, 2008. [SCI IDS Number: 312OC,EI Accession number: 082811356850] 2008年影响因子5.96
  80. Jiani Hu, Weihong Deng, Jun Guo, etc, “Locality Discriminating Indexing for Document Classification” The 30th Annual International ACM Conference on Research and Development in Information Retrieval (SIGIR’ 07), pp.689-690, 2007. [EI Accession number: 074810955188]
  81. Jiani Hu, Weihong Deng, Jun Guo, etc, “Learning Locality Discriminating Indexing for Text Categorization” The 4th International Conference on Fuzzy Systems and Knowledge Discovery, 2007, pp. 239-242. [EI Accession number: 082211281955]
  82. Jiani Hu, Weihong Deng, Jun Guo, “A Clustering Algorithm Based on Adaptive Subcluster Merging” The 20th Canadian Conference on Artificial Intelligence, Lecture Notes in Artificial Intelligence, vol. 4509, pp. 241-249, 2007. [EI Accession number: 075210988620]
  83. 胡佳妮,郭军,邓伟洪,徐蔚然,“基于短文本的独立语义特征抽取算”,通信学报,28(12),pp.121-124, 2007. [EI Accession number: 20080911124376]
  84. Weihong Deng, Jiani Hu, Jun Guo, “Robust Discriminant Analysis o f Gabor Feature for Face Recognition” The 4th International Conference on Fuzzy Systems and Knowledge Discovery, vol.3, pp248-252, 2007. [EI Accession number: 20082211281957]
  85. Jiani Hu, Weihong Deng, Jun Guo, “Improving Retrieval Performance by Global Analysis” Proceeding of the 18th International Conference on Pattern Recognition (ICPR2006), vol. 2, pp. 703–706, 2006. [EI Accession number: 071510540778]
  86. Jiani Hu, Weihong Deng, Jun Guo, “Robust Discriminant Analysis of Latent Semantic Feature for Text Categorization”, The 3rd International Conference on Fuzzy Systems and Knowledge Discovery, Lecture Notes in Artificial Intelligence, vol. 4223, pp. 400–409, 2006. [SCI IDS Number: BFD14,EI Accession number: 064510224192]
  87. Weihong Deng, Jiani Hu, Jun Guo, “Gabor Feature Based Classification using LDA/QZ Algorithm for Face Recognition” The 2nd International Conference on Natural Computation, Lecture Notes in Computer Science, Vol. 4221, pp. 15–24, 2006. [SCI IDS Number: BFH67,EI Accession number: 064410206580]
  88. Weihong Deng, Jiani Hu, Jun Guo, “Robust fisher linear discriminant model for dimensionality reduction”, International Conference on Pattern Recognition, v 2, p 699-702, 2006, Proceedings – 18th International Conference on Pattern Recognition, ICPR2006 [ EI: 20071510540777]
  89. Weihong Deng, Jiani Hu, Jun Guo, Gabor-Eigen-Whiten-Cosine: A Robust Scheme for Face Recognition. IEEE International Workshop on Analysis and Modeling of Faces and Gestures conjuncted with ICCV2005,(AMFG2005), Lecture Notes in Computer Science, Vol. 3723. (Oct. 2005) pp.336-349. [SCI IDS Number: BDF95,EI Accession number: 06209874764]
  90. Weihong Deng, Jiani Hu, Jun Guo, Robust Face Recognition from One Training Sample per Person, First International Conference on Natural Computation (ICNC’05), Lecture Notes in Computer Science, Vol. 3610. (July, 2005) pp.915-924. [SCI IDS Number: BDA22,EI Accession number: 05439427441]

指导在读学生

  • 博士生:王洪俊,袁彤彤,安占福,陈炳辉,李珊,钟瑶瑶
  • 刘智雯,董彬,黄义鹏,刘书颖,林坚,任悦,王远
  • 廖艳冰,郑天悦,罗子朦,钱一琛,白雪,王艳,李剑,桂存斌
  • 葛煜坤,陈路燕,柴维珑

 

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毕业学生

  • 董明智,UCL博士生
  • 李莎莎,UCR博士生
  • 蔡佳芮,UW博士生
  • 李昱,NUS博士生
  • 王婧,Michigan博士生
  • 王一达,TUM博士生
  • 张硕,Cambridge研究生 [IET年度优秀学生]
  • 李嘉钰,UCLA研究生
  • 陈脱颖,UCSD研究生
  • 钱尘,Stanford研究生
  • 曾翔宇,Columbia研究生
  • 姜晟浩,Harvard研究生
  • 孙祥,清华大学研究生
  • 于世莲,清华大学研究生
  • 阴凉,百度
  • 黄凌,百度
  • 张振华,中国银行
  • 张驰,微软
  • 李俊,微软
  • 刘柳,阿里巴巴
  • 李靖意,阿里巴巴
  • 张南海,阿里巴巴
  • 邬仲钧,网易
  • 韩嘉杰,网易
  • 徐珍琦,今日头条