The following is a list of representative publications authored/coauthored by our group members. You can access the full list here .

Copyright Disclaimer: Copyright of any paper on this page is held by the authors and/or the journals/conferences in which the paper is published. You may obtain one copy of the paper for non-commercial, scholarly research only.

2011

• Xiaotong Yuan and Shuicheng Yan. Non-degenerate Piecewise Linear Systems: A Finite Newton Algorithm and Applications in Machine Learning. To Appear in Neural Computation, 2011.
  
  
• Hairong Liu, Xingwei Yang, Longin Jan Latecki, Shuicheng Yan. Dense Neighborhoods on Affinity Graph. To Appear in International Journal of Computer Vision, 2011.
  
  
• Xiaobai Liu, Shuicheng Yan, Dat-Seng Chua and Hai Jin. Image Label Completion by Contextual Decomposition. ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), 2011
  
  
• Yadong Mu, Jian Dong, Xiaotong Yuan and Shuicheng Yan. Accelerated Low-Rank Visual Recovery by Random Projection. In CVPR'11 (Oral).
  
  
• Zheng Song*, Qiang Chen*, Zhongyang Huang, Yang Hua, and Shuicheng Yan. Contextualizing Object Detection and Classification. In CVPR'11. (* indicates equal contribution) [No. 1 performance in VOC'10 classification task]
  
  
• Zheng Song, Bingbing Ni, Dong Guo, Terence Sim and Shuicheng Yan. Learning Universal Multi-view Age Estimator by Video Contexts.[slides] In ICCV'11(oral).
  
  
• Xiaobai Liu, Xiaotong Yuan, Shuicheng Yan and Hai Jin. Multi-class Semi-supervised SVMs with Positiveness Exclusive Regularization. In ICCV'11.
  

2010

• Yuzhao Ni, Ju Sun, Xiaotong Yuan, Shuicheng Yan, Loong-​Fah Cheong. Robust Low-​Rank Subspace Segmentation with Semi-​Definite Guarantees. ICDM Workshop on Optimization Based Methods for Emerging Data Mining Problems (OEDM), 2010. 
  
  
• Bin Cheng, Bingbing Ni, Shuicheng Yan, Qi Tian. Learning to Photograph. ACM MM'10 (Oral).
  
  
• Guangyu Zhu, Shuicheng Yan, Yi Ma. Image Tag Refinement Towards Low-Rank, Content-Tag Prior and Error Sparsity. In ACM MM'10 (Oral).
  
  
• Dong Liu, Shuicheng Yan, Yong Rui, Hong-Jiang Zhang. Unified Tag Analysis with Multi-Edge Graph. ACM MM'10 (Oral).
  
  
• Richang Hong, Meng Wang, Mengdi Xu, Shuicheng Yan, Tat-Seng Chua. Dynamic Captioning: Video Accessibility Enhancement for Hearing Impairment. ACM MM'10 (Oral).  [Best Paper Award]
   
• Bin Cheng, Jianchao Yang, Shuicheng Yan, Yun Fu, and Thomas Huang. Learning with L1-Graph for Image Analysis, IEEE Transactions on Image Processing (TIP)，19(4):858-866, 2010. [Best Student Paper Award from PREMIA, Second Prize]
   
• Hairong Liu and Shuicheng Yan. Robust Graph Mode Seeking by Graph Shift. ICML'10.
   
• Hairong Liu, Longin Jan Latecki, Shuicheng Yan, "Robust Clustering as Ensemble of Affinity Relations", NIPS, 2010.
   
• Xinqi Chu, Shuicheng Yan, Liyuan Li, Kap Luk Chan, Thomas Huang. Spatialized Epitome and Its Applications. In CVPR'10.
   
• Yadong Mu, Jialie Shen, and Shuicheng Yan. Weakly-​Supervised Hashing in Kernel Space. In CVPR'10.
  
  
• Shengjiao Cao, Hairong Liu, and Shuicheng Yan. Automated Assembly of Shredded Pieces from Multiple Photos. In ICME'10.  [Best Paper Award]
  
  
• Yadong Mu and Shuicheng Yan. Non-Metric Locality-Sensitive Hashing. AAAI'10.
  
  
• Jiashi Feng, Bingbing Ni, and Shuicheng Yan. Auto-generate Professional Background Music for Homemade Videos. ICIMCS, 2010 [Best Paper Finalist].
  
  

2009

• S. Yan, H. Wang, J. Liu, X. Tang, and T. Huang. Misalignment-Robust Face Recognition. In IEEE Transactions on Image Processing (TIP), 2009, accepted.
  
  
• D. Xu, S. Yan, S. Lin, T. Huang, and S. Chang. Enhancing Bilinear Subspace Learning by Element Rearrangement. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 31(10):1913-1920, 2009.
  
  
• J. Sun, X. Wu, S. Yan, L. Cheong, T. Chua, and J. Li. Hierarchical Spatio-Temporal Context Modeling for Action Recognition. In CVPR'09 (ORAL).
  
  
• B. Ni, S. Yan, and A. Kassim. Recognizing Human Group Activities by Localized Causalities. In CVPR'09.
  
  
• X. Liu, B. Cheng, S. Yan, J. Tang, T. Chua, and H. Jin. Label to Region by Bi-Layer Sparsity Priors. In ACM MM'09 (ORAL).
  
  
• B. Ni, Z. Song, and S. Yan. Web Image Mining towards Universal Age Estimator. In ACM MM'09 (ORAL).
  
  
• X. Liu, S. Yan, J. Yan, and H. Jin. Unified Solution to Nonnegative Data Factorization Problems. In ICDM’09 (Regular Paper).
  
  
• B. Bao, T. Li, and S. Yan. Hidden-​Concept Driven Image Decomposition Towards Semi-​Supervised Multi-​Label Image Annotation. In International Conference on Internet Multimedia Computing and Service, 2009. [Best Paper Award]
  
  

2008

• Y. Fu, S. Yan, and T. Huang. Correlation Metric for Generalized Feature Extraction. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 30(12):2229-2235, 2008.
  
  
• B. Ni, S. Yan, L. Cheong, and A. Kassim. Learning by Propagability. In ICDM'08 (ORAL). [Best Student Paper Award from PREMIA]
  
  
• S. Yan, X. Zhou, M. Liu, J. Mark, and T. Huang. Regression from Patch-kernel. In CVPR'08.
  
  
• J. Yang, S. Yan, Y. Fu, X. Li, and T. Huang. Non-Negative Graph Embedding . In CVPR'08 (ORAL).
  
  
• Y. Zhou, S. Yan, and T. Huang. Pair-Activity Classification by Bi-Trajectory Analysis. In CVPR'08.
  
  

Before 2008

• S. Yan, D. Xu, B. Zhang, H. Zhang, Q. Yang, and S. Lin. Graph Embedding and Extension: A General Framework for Dimensionality Reduction. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 29(1):40-51, 2007.
  
  
• X. He, S. Yan, Y. Hu, P. Niyogi, and H. Zhang. Face Recognition using Laplacianfaces. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 27(3):328-340, 2005.
  
  
• H. Wang, S. Yan, D. Xu, X. Tang, and T. Huang. Trace Ratio vs. Ratio Trace for Dimensionality Reduction. In CVPR'07.
  
  
• D. Jiang, Y. Hu, S. Yan, L. Zhang, H. Zhang, and W. Gao. Efficient 3D Reconstruction for Face Recognition. In Pattern Recognition, 38(6):787-798, 2005.
  
  
• S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang, and H. Zhang. Discriminant Analysis with Tensor Representation. In CVPR'05.
  
  
• S. Yan, M. Li, H. Zhang, and Q. Cheng. Ranking Prior Likelihood Distributions for Bayesian Shape Localization Framework. In Proceeding of the 9th International Conference on Computer Vision, France, Nice, ICCV'03.