The following is a full list of publications (319) authored/coauthored by our group members.

Note: The list is frequently reorganized to best reflect the date of publication instead of acceptance.

2013

1. Jinhui Tang, Shuicheng Yan, John Wright, Qi Tian, Yanwei Pang, Edwige Pissaloux: Sparse representations for image and video analysis. J. Visual Communication and Image Representation 24(2): 93-94 (2013).
   
   
2. Tam Nguyen, Bingbing Ni, Hairong Liu, Wei Xia, Jiebo Luo, Mohan Kankanhalli, and Shuicheng Yan. Image Re-Attentionizing. IEEE Transactions on Multimedia, 2013.
   
   
3. Xiangyu Chen, Yadong Mu, Hairong Liu, Shuicheng Yan, Yong Rui, Tat-seng Chua. Large-Scale Multi-Label Propagation based on Efficient Sparse Graph Construction. In TOMCCAP'13.
   
   
4. Hairong Liu, Longin Jan Latecki, and Shuicheng Yan. Fast Detection of Dense Subgraphs with Iterative Shrinking and Expansion, TPAMI, 2013.
   
   
5. Jian Dong*, Bin Cheng*, Xiangyu Chen, Tat-Seng Chua, Shuicheng Yan and Xi Zhou. Robust Image Annotation via Simultaneous Feature and Sample Outlier Pursuit. In TOMCCAP'13. (* indicates equal contribution)
   
   
6. Congyan Lang, Jiashi Feng, Guangcan Liu, Jinghui Tang, Shuicheng Yan and Jiebo Luo. Improving Bottom-up Saliency Detection by Looking into Neighbors. In TCSVT'13.
   
   
7. Jinhui Tang, Qiang Chen, Meng Wang, Shuicheng Yan, Tat-Seng Chua, Ramesh Jain. Towards Optimizing Human Labeling for Interactive Image Tagging. In TOMCCAP'13.
   
   
8. Yiliang Zhao, Qiang Chen, Shuicheng Yan, Daqing Zhang, Tat-Seng Chua. Detecting Overlapping and Profilable Communities with User-generated Social Media Contents in LBSNs. ACM Trans. TOMCCAP 2013.
   
   
9. Tam Nguyen, Si Liu, Jun Tan, Bingbing Ni, Yong Rui, Shuicheng Yan. Towards Decrypting Attractiveness via Multi-Modality Cues. In TOMCCAP'13.
   
   
10. Xiaotong Yuan and Shuicheng. Forward Basis Selection for Pursuing Sparse Representations Over a Dictionary, accepted by TPAMI, 2013.
    
    

1. Yan Pan, Hanjiang Lai, Cong Liu, Yong Tang and Shuicheng Yan. Rank Aggregation via Low-rank and Structured-sparse Decomposition. In AAAI'13.
   
   
2. Qiang Chen, Zheng Song, Rogerio Feris, Ankur Datta, Liangliang Cao, Zhongyang Huang, Shuicheng YAN, Efficient Maximum Appearance Search for Large-Scale Object Detection. In CVPR'13.
   
   
3. Jian Dong, Qiang Chen, Jiashi Feng, Wei Xia, Zhongyang Huang, Shuicheng YAN, Subcategory-aware Object Classification. In CVPR'13.
   
   
4. Yue Lin, Rong Jin, Deng Cai, Shuicheng Yan, Xuelong Li, Compressed Hashing. In CVPR'13
   
   
5. Xiaolong Wang, Liang Lin, Lichao Huang, Shuicheng Yan, Incorporating Structural Alternatives and Sharing into Hierarchy for Multiclass Object Recognition and Detection. In CVPR'13.
   
   
6. Yan Pan, Hanjiang Lai, Cong Liu, Shuicheng YAN, A Divide-and-Conquer Method for Scalable Low-rank Latent Matrix Pursuit. In CVPR'13.
   
   
7. Zhigang Ma, Yi Yang, Zhongwen Xu, Shuicheng YAN, Nicu Sebe, Alexander Hauptmann, Complex Event Detection via Multi-Source Video Attributes. In CVPR'13.
   
   

2012

1. Guangcan Liu, Zhouchen Lin, Shuicheng Yan, Ju Sun, Yong Yu, and Yi Ma. Robust Recovery of Subspace Structures by Low-Rank Representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012.
   
   
2. Yan-Tao Zheng, Shuicheng Yan, Zheng-Jun Zha, Xiangdong Zhou, Yiqun Li, Tat-Seng Chua, Ramesh Jain, "GPSView: a Scenic Driving Routing Planning", ACM Transactions on Multimedia Computing, Communications and Applications (TOMCCAP), accepted for publication, 2012.
   
   
3. Dong Liu. Shuicheng Yan, Rong-Rong Ji, Xian-Sheng Hua and Hong-Jiang Zhang. Image Retrieval with Query-Adaptive Hashing. ACM Transactions on Multimedia Computing,Communications and Applications (TOMCCAP), accepted for publication, 2012.
   
   
4. Meng Wang, Richang Hong, Guangda Li, Shuicheng Yan, Tat-Seng Chua. Event Driven Web Video Summarization by Tag Localization and Key-Shot Identification. IEEE Transactions on Multimedia. In Press.
   
   
5. Meng Wang, Richang Hong, Xiao-Tong Yuan, Shuicheng Yan, Tat-Seng Chua. Movie2Comics: Towards a Lively Video Content Presentation. IEEE Transactions on Multimedia. In Press.
   
   
6. Bing-Kun Bao, Guangcan Liu, Changsheng Xu, Shuicheng YAN. Inductive Robust Principal Component Analysis. IEEE Transactions on Image Processing (TIP), 2012.
   
   
7. Congyan Lang, Guangcan Liu, Jian Yu, Shuicheng Yan. Saliency Detection by Multitask Sparsity Pursuit. IEEE Transactions on Image Processing (TIP), 2012.
   
   
8. Liyuan Li, Shuicheng Yan, Xinguo Yu, Yeow Kee Tan, and Haizhou Li. Robust Multi-Person Detection and Tracking for Mobile Service and Social Robots. IEEE Transactions on SMC-B, 2012.
   
   
9. Congyan Lang, Songhe Feng, Bing Cheng, Bingbing Ni, Shuicheng Yan: A unified supervised codebook learning framework for classification. Neurocomputing 77(1): 281-288 (2012)
   
   
10. Changsheng Xu, Alan Hanjalic, Shuicheng Yan, Qingshan Liu, Alan F. Smeaton. Special Section on Object and Event Classification in Large-Scale Video Collections. IEEE Transactions on Multimedia 14(1): 1-2 (2012).
    
    
11. Yadong Mu, Xiangyu Chen, Xianglong Liu, Tat-Seng Chua and Shuicheng Yan. Multimedia Semantics-Aware Query-Adaptive Hashing with Bits Reconfigurability. International Journal of Multimedia Information Retrieval, 2012.
    
    
12. Feng Jiashi, Ni Yuzhao, Dong Jian, Yan Shuicheng. Purposive Hidden-Object-Game: Embedding Human Computation in Popular Game. IEEE Transactions on Multimedia, 2012.
    
    
13. Xiaotong Yuan, Xiaobai Liu, Shuicheng Yan. Visual Classification with Multi-task Joint Sparse Representation. IEEE Transactions on Image Processing, 2012.
    
    
14. Guangcan Liu and Shuicheng Yan, "Active Subspace: Towards Scalable Low-Rank Learning", To Appear in Neural Computation, 2012.
    
    
15. Jinhui Tang, Shuicheng Yan, Chunxia Zhao, Tat-Seng Chua, Ramesh Jain. Label-Specific Training Set Construction from Web Resource for Image Annotation. Signal Processing, 2012.
    
    
16. Guangyu Zhu, Shuicheng Yan, Tony Han, and Changsheng Xu. Generative Group Activity Analysis with Quaternion Descriptor. In X. Bai, J. Cheng, & E. Hancock (Eds.), Graph-Based Methods in Computer Vision: Developments and Applications (pp. 174-189), 2012.
    
    
17. Bing-Kun BAO and Shuicheng Yan. Label-Specific Training Set Construction from Web Resource for Image Annotation. In X. Bai, J. Cheng, & E. Hancock (Eds.), Graph-Based Methods in Computer Vision: Developments and Applications (pp. 244-260), 2012.
     
18. Zilei Wang, Jiashi Feng, Shuicheng Yan, Hongsheng Xi, Linear Distance Coding for Image Classification, IEEE Transactions on Image Processng, 2012.
    
    
19. Bing-Kun Bao, Guangyu Zhu, Jialie Shen, Shuicheng Yan, Robust Image Analysis with Sparse Representation on Quantized Visual Features, IEEE Trans on Image Processing,2012.
    
    
20. Yadong Mu, Wei Liu, Shuicheng Yan, Video De-fencing, IEEE Transactions on Circuits and Systems for Video Technology, 2012.
    
    
21. Qiang Chen, Meng Wang, Zhongyang Huang, Yang Hua, Zheng Song, Shuicheng, VideoPuzzle: Descriptive One-Shot Video Composition, IEEE Transaction on Multimedia, 2012.
    
    
22. Bingbing Ni, Meng Wang, Shuicheng Yan, Ashraf Kassim and Qi Tian, High-Order Local Spatial Context Modeling by Spatialized Random Forest, IEEE Transactions on Image Processing, 2012.
    
    
23. Bingbing Ni, Mengdi Xu, Bin Cheng, Meng Wang, Shuicheng Yan and Qi Tian, Learning to Photograph: a Compositional Perspective, IEEE Transactions on Multimedia, 2012.
    
    

1. Tam Nguyen, Si Liu, Jun Tan, Bingbing Ni, Yong Rui, Shuicheng Yan. Sense Beauty via Face, Dressing, and/or Voice. In ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
2. Ying Yuan, Fei Wu, Yong Rui, Shuicheng Yan, Yueting Zhuang. Annotating Web Images using NOVA: Non-conVex group sparsity. In ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
3. Han-Wang Zhang, Zhengjun Zha, Shuicheng Yan, Jingwen Bian, Tat-Seng Chua. Attribute Feedback. InACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
4. Liqiang Nie, Shuicheng Yan, Tat-Seng Chua. Harvesting Visual Concepts for Image Search with Complex Queries. In ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
5. Dong Liu, Guangnan Ye, Ching-Ting Chen, Shuicheng Yan, Shih-Fu Chang. Hybrid Social Media Network. In ACM ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
6. Raghudeep Gadde, Mukesh Saini, Shuicheng Yan, Wei-Tsang Ooi. MoViMash: Online Mobile Video Mashup. In ACM ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
7. Si Liu, Jiashi Feng, Zheng Song, Tianzhu Zhang, Hanqing Lu, Changsheng Xu, Shuicheng Yan. “Hi, Magic Closet, Tell Me What to Wear!”. In ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
8. Ruchir Srivastava, Jiashi Feng, Sujoy Roy, Terence Sim, Shuicheng Yan. Don’t Ask Me What I’m Like, Just Watch and Listen. In ACM International Conference on Multimedia (ACM MM, Full Paper), 2012. 
   
   
9. Mengdi Xu, Bingbing Ni, Jian Dong, Zhongyang Huang, Meng Wang, Shuicheng Yan. Touch Saliency. In ACM International Conference on Multimedia (ACM MM, Short Paper), 2012. 
   
   
10. Tam Nguyen, Lusong Li, Jun Tan, Shuicheng Yan. 3DME: 3D Media Express from RGB-D Images. Demo at ACM International Conference on Multimedia (ACM MM, Demo), 2012. 
    
    
11. Si Liu*, Tam Nguyen*, Jiashi Feng, Meng Wang, Shuicheng Yan. “Hi, Magic Closet, Tell Me What to Wear!”. Demo at ACM International Conference on Multimedia (ACM MM, Demo), 2012. [* indicates equal contribution]
    
    
12. Si Liu, Zheng Song, Meng Wang, Changsheng Xu, Hanqing Lu, Shuicheng Yan. Street-to-Shop: Cross-Scenario Clothing Retrieval via Parts Alignment and Auxiliary Set. Demo at ACM International Conference on Multimedia (ACM MM, Demo), 2012. 
    
    
13. Jialie Shen, Meng Wang, Shuicheng Yan, Peng Cui. Multimedia Recommendation. ACM International Conference on Multimedia (ACM MM, Tutorial), 2012. 
    
    
14. Mengyou  Li, Zheng  Song, Qiang  Chen, Zhongyang  Huang, Liang  Lin, Shuicheng  Yan, Object-Layout-Aware Image Retrieval for Personal Album Management, Demo at European Conference on Computer Vision (ECCV, Demo), 2012
    
    
15. Jiashi Feng, Xiaotong Yuan, Zilei Wang, Huan Xu, Shuicheng Yan, Auto-grouped Sparse Representation for Visual Analysis, In European Conference on Computer Vision (ECCV), 2012
    
    
16. Bingbing Ni, Shuicheng Yan, Pierre Moulin, Multi-Task Order Preserving Sparse Coding For Time Sequence Classification, In European Conference on Computer Vision (ECCV), 2012
    
    
17. Lang Congyan, Tam V. Nguyen, Harish Katti,  Karthik Yadati, Mohan Kankanhalli, Shuicheng Yan, Depth Matters: Influence of Depth Cues on Visual Saliency, In European Conference on Computer Vision (ECCV), 2012
    
    
18. Wei Xia, Zheng Song, Jiashi Feng, Loong Fah Cheong, Shuicheng Yan, Segmentation over Detection by Coupled Global and Local Sparse Representations, In European Conference on Computer Vision (ECCV), 2012
    
    
19. Can-Yi Lu, Lin Zhu, Shuicheng Yan, Deshuang Huang. Robust and Efficient Subspace Segmentation via Least Squares Regression, In European Conference on Computer Vision (ECCV), 2012.      
       
    
20. Si Liu, Zheng Song, Guangcan Liu, Changsheng Xu, Hanqing Lu, Shuicheng Yan. Street-to-Shop: Cross-Scenario Clothing Retrieval via Parts Alignment (Oral). CVPR 2012.
    
    
21. Qiang Chen, Zheng Song, Yang Hua, Zhongyang Huang, Shuicheng Yan. Hierarchical Matching with Side Information for Image Classification. CVPR 2012.
    
    
22. Hairong Liu, Shuicheng Yan. Efficient Structure Detection via Random Consensus Graph. CVPR 2012.
    
    
23. Bingbing Ni, Shuicheng Yan, Mengdi Xu. Omni-Range Spatial Context for Visual Recognition. CVPR 2012.
    
    
24. Hanwang Zhang, Zhengjun Zha, Shuicheng Yan, Meng Wang, Tat-seng Chua. Robust Non-negative Graph Embedding: Towards Noisy Data, Unreliable Graph, and Noisy Labels. CVPR 2012.
    
    
25. Yingqiang Zheng, Guangcan LIU, Shigeki Sugimoto, Shuicheng Yan, Masatoshi Okutomi. Practical Low-Rank Matrix Approximation under Robust L1-Norm. CVPR 2012.
    
    
26. Yingqiang Zheng, Shigeki Sugimoto, Shuicheng Yan, Masatoshi Okutomi. Generalizing Wiberg Algorithm for Rigid and Nonrigid Factorizations with Missing Components and Metric Constraints. CVPR 2012.
    
    
27. Xiao-Tong Yuan, Shuicheng Yan, "Forward Basis Selection for Sparse Approximation over Dictionary", Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2012), La Palma, Canary Islands, 2012.
    
    
28. Guangcan Liu, Huan Xu, and Shuicheng Yan, Exact Subspace Segmentation and Outlier Detection by Low-Rank Representation, International Conference on Artificial Intelligence and Statistics (AISTATS), 2012.
    
    
29. Ruchir Srivastava, Shuicheng Yan, Terence Sim, Sujoy Roy, RECOGNIZING EMOTIONS OF CHARACTERS IN MOVIES, ICASSP 2012.
    
    
30. Shuyuan Zhu, Bing Zeng, and Shuicheng Yan. Image Super-resolution via Low-pass Filter Based Multi-scale Image Decomposition, ICME 2012.
    
    
31. Jialie Shen, Meng Wang, Shuicheng Yan, HweeHwa Pang. Modeling Concept Dynamics for Large Scale Music Search, SIGIR 2012.
    
    
32. Jiashi Feng, Huan Xu and Shuicheng Yan. Robust PCA in High-dimension: A Deterministic Approach, ICML 2012.
    
    
33. Ruchir Srivastava, Sujoy Roy, Tan Dat Nguyen and Shuicheng Yan, Automatic User Preference Elicitation for Music Recommendation, accepted, Pacific-Rim Conf. on Multimedia (PCM), 2012.
    
    
34. Jianqiu Ji, Jianmin Li, Shuicheng Yan, Bo Zhang, Qi Tian,Super-Bit Locality-Sensitive Hashing,NIPS 2012.
    
    
35. Yang Cai*, Qiang Chen*, Lisa Brown, Ankur Datta, Quanfu Fan, Rogerio Feris, Shuicheng Yan, Alex Hauptmann, Sharath Pankanti. Informedia IBM/CMU/NUS @TREVID 2012, Surveillance Event Detection (SED), Discriminative Features and Interactive Feedback Utilization. NIST TRECVid Workshop 2012. (*indicate equal contribution.)
    
    

2011 (244 publications till here)

1. Bingkun Bao, Bingbing Ni, Yadong MU, and Shuicheng Yan. Efficient region-aware large graph construction towards scalable multi-label propagation. Accepted by Pattern Recognition, 2011.
   
   
2. Xiaobai Liu, Liang Lin, Shuicheng Yan, Hai Jin. Adaptive Object Tracking by Learning Hybrid Template On-line.  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2011.
   
   
3. Teng Li , Shuicheng Yan, Tao Mei, Xian-Sheng Hua, In-So Kweon. Image Decomposition with Multi-Label Context: Algorithms and Applications. IEEE Transactions on Image Processing (TIP), 2011.
   
   
4. Junbiao Pang, Qingming Huang, Shuicheng Yan, Shuqiang Jiang, Lei Qin, Transferring Boosted Detectors Towards Viewpoint and Scene Adaptiveness. IEEE Transactions on Image Processing (TIP), 2011.
   
   
5. 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
   
   
6. Ruchir Srivastava, Shuicheng Yan, Terence Sim, and Surendra Ranganath, “Subject Independent Facial Expression Recognition from 3D Face Models using Deformation Modeling," book chapter to appear in A. S. Malik, T. Choi and H. Nisar (Eds.), Depth Map and 3D Imaging Applications: Algorithms and Technologies, IGI Global, 2011.
   
Jinhui Tang, Richang Hong, Shuicheng Yan, Tat-Seng Chua, Guo-Jun Qi, Ramesh Jain. Image annotation by k NN-sparse graph-based label propagation over noisily tagged web images. IEEE Transactions on Multimedia, 2011.


8. Jiashi Feng, Bingbing Ni, Dong Xu, and Shuicheng Yan. Histogram Contextualization. IEEE Transactions on Image Processing. 2011
   
   
9. Dong Liu, Shuicheng Yan, Xian-Sheng Hua and Hong-Jiang Zhang. Image Retagging via Collaborative Tag Propagation. To Appear in IEEE Transactions on Multimedia, 2011.
   
   
10. Yun Fu, Shuicheng Yan, Thomas S. Huang: Special issue on feature-oriented image and video computing for extracting contexts and semantics. Computer Vision and Image Understanding, 115(3): 289, 2011.
    
    
11. Kuiyuan Yang, Meng Wang, Xian-Sheng Hua, Shuicheng Yan, Hong-Jiang Zhang. Assemble New Object Detector with Few Examples. IEEE Transactions on Image Processing. 2011
    
    
12. Xiaobai Liu, Shuicheng Yan, Bin Cheng, Jinhui Tang, Tat-Sheng Chua and Hai Jin. Label-to-Region with Continuity-biased Bi-Layer Sparsity Priors. In Press, ACM Transactions on Multimedia Computing, Communications and Applications.
    
    
13. Hairong Liu, Shenjiao Cao, Shuicheng Yan, Automated Assembly of Shredded Pieces from Multiple Photos, To Appear in IEEE Transactions on Multimedia, 2011.
    
    
14. Zheng Wang, Shuicheng Yan and Changshui Zhang. Active learning with adaptive regularization, Pattern Recognition, 2011.
    
    
15. Richang Hong, Meng Wang, Xiao-Tong Yuan, Mengdi Xu, Jianguo Jiang, Shuicheng Yan, Tat-Seng Chua. Video Accessibility Enhancement for Hearing Impaired Users, ACM Transactions on Multimedia Computing, Communications, and Applications (TOMMCAP), 2011.
    
    
16. Hui Yan, Xiaotong Yuan, Shuicheng Yan, Jingyu Yang. Correntropy based feature selection using binary projection. Pattern Recognition, 2011
    
    
17. Bingbing Ni, Zheng Song, Shuicheng Yan. Web Image and Video Mining towards Universal and Robust Age Estimator. To Appear in IEEE Transactions on Multimedia, 2011.
    
    
18. Guangyu Zhu, Shuicheng Yan, Tony X. Han and Changsheng Xu, “Generative Group Activity Analysis with Quaternion Descriptor", book chapter to appear in "Graph-Based Methods in Computer Vision", IGI Global, 2011.
    
    
19. 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.
    
    
20. Hairong Liu, Xingwei Yang, Longin Jan Latecki, Shuicheng Yan. Dense Neighborhoods on Affinity Graph. To Appear in International Journal of Computer Vision, 2011.
    
    
21. Lang Congyan, Liu Guangcan, Yu Jian, Yan Shuicheng. Saliency Detection by Multi-Task Sparsity Pursuit. To apperar in IEEE Transactions on Image Processing, 2011.
    
    
22. Yue Gao, Jinhui Tang, Shuicheng Yan, Richang Hong, Qionghai Dai, Naiyao Zhang, and Tat-Seng Chua. Camera Constraint-Free View-Based 3D Object Retrieval. To appear in IEEE Transactions on Image Processing, 2011.
    
    
23. Bingkun Bao, Teng Li, and Shuicheng Yan. Hidden-concept Driven Multi-label Image Annotation and Label Ranking. To Appear in IEEE Transactions on Multimedia, 2011.
    
    
24. Si Liu, Shuicheng Yan, Tianzhu Zhang, Changsheng Xu, Jing Liu, Hanqing Lu. Weakly-Supervised Graph Propagation Towards Collective Image Parsing. To Appear in IEEE Transactions on Multimedia, 2011.
    
    

Conference Papers

1. Yelong Shen, Jun Yan, Shuicheng Yan, Ji Lei, Ning Liu, and Zheng Chen. Sparse Hidden-Dynamics Conditional Random Fields for User Intent Understanding. WWW'11 (full paper).
   
   
2. Ruchir Srivastava, Sujoy Roy, Shuicheng Yan and Terence Sim. Multi-actor Emotion Recognition in Movies using a Bimodal Approach, MMM'11.
   
   
3. Guangyu Zhu, Shuicheng Yan, Tony X Han, Changsheng Xu. Generative Group Activity Analysis with Quaternion Descriptor. MMM'11.
   
   
4. Ruchir Srivastava, Sujoy Roy, Shuicheng Yan and Terence Sim. Accumulated Motion Images for Facial Expression Recognition in videos. First Facial Expression Recognition and Analysis challenge in FG'11.
   
   
5. Xiaobai Liu, Jiashi Feng and Shuicheng Yan, Liang Lin and Hai Jin. Segment an Image by Looking into an Image Corpus. In CVPR'11.
   
   
6. Yadong Mu, Jian Dong, Xiaotong Yuan and Shuicheng Yan. Accelerated Low-Rank Visual Recovery by Random Projection. In CVPR'11 (Oral).
   
   
7. Jiashi Feng, Bingbing Ni, Qi Tian and Shuicheng Yan. Geometric \ell_p-norm Feature Pooling for Image Classification. In CVPR'11.
   
   
8. Zheng Song*, Qiang Chen*, Zhongyang Huang, Yang Hua, and Shuicheng Yan. Contextualizing Object Detection and Classification. In CVPR'11. (* indicates equal contribution)
   
   
9. Yadong Mu, Xiangyu Chen, Tat-Seng Chua and Shuicheng Yan. Learning Reconfigurable Hashing for Diverse Semantics. In ACM ICMR'11
   
   
10. Xiaotong Yuan and Shuicheng Yan. A Finite Newton Algorithm for Non-degenerate Piecewise Linear Systems. In AIS­TATS'11.
    
    
11. Xiangyu Chen, Jin Yuan, Liqiang Nie, Zheng-Jun Zha, Shuicheng Yan and Tat-Seng Chua. TRECVID 2010 Known-item Search by NUS. In TRECVID 2010.
    
    
12. Shusen Wang, Xiaotong Yuan, Tiansheng Yao, Shuicheng Yan and Jialie Shen. Efficient Subspace Segmentation via Quadratic Programming. In AAAI'11.
    
    
13. Si Liu, Hairong Liu, Longin Jan Latecki, Shuicheng Yan, Changsheng Xu and Hanqing Lu. Size Adaptive Selection of Most Informative Features. In AAAI'11.
    
    
14. Jialie Shen, Meng Wang, Shuicheng Yan and Qi Tian. Probabilistic Indexing of Media Sequences. In ICIMCS’11.
    
    
15. Zheng Song, Bingbing Ni, Dong Guo, Terence Sim and Shuicheng Yan. Learning Universal Multi-view Age Estimator by Video Contexts. In ICCV'11(oral).
    
    
16. Zheng Song, Meng Wang, Xiansheng Hua, and Shuicheng Yan. Predicting Occupation via Human Clothing and Contexts. In ICCV'11.
    
    
17. Guangcan Liu and Shuicheng Yan. Latent Low-Rank Representation for Subspace Segmentation and Feature Extraction. In ICCV'11.
    
    
18. Xiangyu Chen, Xiao-Tong Yuan, Qiang Chen, Shuicheng Yan and Tat-Seng Chua. Multi-label Visual Classification with Label Exclusive Context. In ICCV'11.
    
    
19. Bin Cheng, Guangcan liu, Jinggong Wang, Zhongyang Huang and Shuicheng Yan. Multi-task Low-Rank Affinities Pursuit for Image Segmentation. In ICCV'11.
    
    
20. Xiaobai Liu, Xiaotong Yuan, Shuicheng Yan and Hai Jin. Multi-class Semi-supervised SVMs with Positiveness Exclusive Regularization. In ICCV'11.
    
    
21. Xiangyu Chen, Xiaotong Yuan, Shuicheng Yan, Jinhui Tang Yong Rui and Tat-Seng Chua. Towards Multi-Semantic Image Annotation with Graph Regularized Exclusive Group Lasso, ACM International Conference on Multimedia (ACM MM), 2011. (full).
    
    
22. Zhongwei Cheng, Lei Qin, Qingming Huang, Shuqiang Jiang, Shuicheng Yan, Qi Tian. Human Group Activity Analysis with Fusion of Motion and Appearance Information. ACM International Conference on Multimedia (ACM MM), 2011. (short).
    
    
23. Si Liu, Qiang Chen, Jian Dong, Shuicheng Yan, Hanqing Lu, Changsheng Xu. Snap&Play: Auto-generate Personalized Find-the-Difference Mobile Game, ACM International Conference on Multimedia (ACM MM), 2011. (short).
    
    
24. Yuzhao Ni, Jian Dong, Jiashi Feng, Shuicheng Yan. Purposive Hidden-Object-Game: Embedding Human Computation in Popular Game, ACM International Conference on Multimedia (ACM MM), 2011. (short).
    
    
25. Jian Dong, Yuzhao Ni, Jiashi Feng, Shuicheng Yan. Purposive Hidden-Object Game (P-HOG) Towards Imperceptible Human Computation, ACM International Conference on Multimedia (ACM MM), 2011. (demo).
    
    
26. Dong Liu, Shuicheng Yan, Zhang Hong-Jiang. Next Photo Please: Towards Visually Consistent Sequential Photo Browsing, ACM International Conference on Multimedia (ACM MM), 2011. (short).
    
    
27. Tang Jian, Jun Yan, Ming Zhang, Shuicheng YAN, Bin Gao. Rank Audience for Behavioral Targeting in Display Ads. ACM Conference on Information and Knowledge Management (CIKM 2011).
    
    
28. Dong Liu, Shuicheng Yan, Yadong Mu, Xian-Sheng Hua, Hong-Jiang Zhang. Towards Optimal Discriminating Order for Multiclass Classification. IEEE International Conference on Data Mining (FULL, ICDM 2011).
    
    
29. Siyu Gu, Jun Yan, and Shuicheng Yan. Cross Domain Random Walk for Query Intent Pattern Mining from Search Engine Log. IEEE International Conference on Data Mining (FULL, ICDM 2011).
    
    
30. Mengdi Xu ,Bingbing Ni, Shuicheng Yan. Image re-emotionalizing. Pacific-Rim Conference on Multimedia (PCM) 2011 (Best Paper Award).
    
    
31. Yue Gao, Meng Wang, Huan-Bo Luan, Jialie Shen, Shuicheng Yan, Dacheng Tao: Tag-based social image search with visual-text joint hypergraph learning. ACM Multimedia 2011: 1517-1520
    
    
32. Jialie Shen, Meng Wang, Shuicheng Yan, Xian-Sheng Hua: Multimedia tagging: past, present and future. ACM Multimedia 2011: 639-640 (Tutorial)
    
    
33. Tam Van Nguyen, Shuicheng Yan, “Seeing Your Weight – An application in targeted advertisement”, ICCV 2011, Barcelona, Spain, (demo).
    
    

2010 (187 publications till here)

1. Bingbing Ni and Shuicheng Yan, book chapter “Human Group Activities: Database and Algorithms” in “Advanced Topics in Biometrics”, edited by Haizhou Li, Kar-Ann Toh and Liyuan Li, 2010.
   
   
2. Jianke Zhu, Steven C.H. Hoi, Michael R. Lyu and Shuicheng Yan. Near-Duplicate Keyframe Retrieval by Semi-Supervised Learning and Nonrigid Image Matching. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 2010.
   
   
3. Jun Yan, Ning Liu, Shuicheng Yan, Qiang Yang, Weiguo Fan, Wei Wei, and Zheng Chen. Trace Oriented Feature Analysis for Large Scale Text Data Dimension Reduction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2010.
   
   
4. Xiaobai Liu, Shuicheng Yan, and Hai Jin. Projective Nonnegative Graph Embedding. Accepted by IEEE Transactions on Image Processing (TIP), 2010.
   
   
5. Bin Cheng, Jianchao Yang, Shuicheng Yan, Yun Fu, and Thomas Huang. Learning with L1-Graph for Image Analysis. Accepted by IEEE Transactions on Image Processing (TIP), 2010.
   
   
6. Shuicheng Yan, Tianqiang Yuan, and Xiaoou Tang. Learning Semantic Patterns with Discriminant Localized Binary Projections. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2010,
   
   
7. Shuicheng Yan, Huan Wang, Jianzhuang Liu, Xiaoou Tang, and Thomos. Huang. Misalignment-Robust Face Recognition. In IEEE Transactions on Image Processing (TIP), 2010.
   
   
8. Richang Hong, Jinhui Tang, Hung-Khoon Tan, Shuicheng Yan, Chong-Wah Ngo and Tat-Seng Chua. Beyond Search: Event Driven Summarization for Web Videos. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 2010.
   
   
9. John Wright, Yi Ma, Julien Mairal, Guillermo Sapiro, Thomas Huang, and Shuicheng Yan. Sparse Representation for Computer Vision and Pattern Recognition. Proceedings of the IEEE, 2010.
   
   
10. Dong Xu, Tat Jen Cham, Shuicheng Yan, Lixin Duan, and Shih-Fu Chang. Near Duplicate Image Identification with Spatially Aligned Pyramid Matching. IEEE Transactions on Circuits and Systems for Video Technology, 2010.
    
    
11. Yi Yang, Dong Xu, Feiping Nie, Shuicheng Yan and Yueting Zhuang. Image Clustering using Local Discriminant Models and Global Integration. IEEE Transactions on Image Processing (TIP), 2010.
    
    
12. Yadong Mu, Bingfeng Zhou, Shuicheng Yan. Information-Theoretic Analysis of Input Strokes in Visual Object Cutout. IEEE Transactions on Multimedia, 2010.
    
    
13. Xiaobai Liu, Liang Lin, Shuicheng Yan, Hai Jin and Wenbing Tao. Integrating Spatio-temporal Context with Multiview Representation for Object Recognition in Visual Surveillance. IEEE Transactions on Circuits and Systems for Video Technology, 2010.
    
    
14. Bingbing Ni, Shuicheng Yan. Ashraf Kassim. Learning a Propagable Graph for Semi-supervised Learning: Classification and Regression. IEEE Transactions on Knowledge and Data Engineering, 2010.
    
    
15. Yue Zhou, Bingbing Ni, Shuicheng yan, Thomas Huang. Recognizing Pair-Activities by Causality Analysis. ACM Transactions on Intelligent Systems and Technology, 2010.
    
    
16. Jinhui Tang, Richang Hong, Shuicheng Yan, Tat-Seng Chua, Guo-Jun Qi, and Ramesh Jain. Image Annotation by kNN-Sparse Graph-based Label Propagation over Noisily-Tagged Web Images. ACM Transactions on Intelligent Systems and Technology, July, 2010
    
    

1. Hairong Liu and Shuicheng Yan. Common Visual Pattern Discovery via Spatially Coherent Correspondences. In CVPR'10 (Oral). 
   
   
2. Xiaotong Yuan and Shuicheng Yan. Visual Classification with Multi-Task Joint Sparse Representation. In CVPR'10 (Oral).
   
   
3. Qiang Chen, Shuicheng Yan, and Tian-Tsong Ng. Factorization towards a Classifier. In CVPR'10.
   
   
4. Xinqi Chu, Shuicheng Yan, Liyuan Li, Kap Luk Chan, Thomas Huang. Spatialized Epitome and Its Applications. In CVPR'10.
   
   
5. Yanan Liu, Fei Wu, Zhihua Zhang, Yueting Zhuang, and Shuicheng Yan. Sparse Representation using Nonnegative Curds and Whey. CVPR'10.
   
   
6. Yadong Mu, Jialie Shen, and Shuicheng Yan. Weakly-Supervised Hashing in Kernel Space. In CVPR'10.
   
   
7. Xiaobai Liu, Shuicheng Yan, Jiebo Luo, Jinhui Tang, Zhongyang Huang, and Hai Jin. Nonparametric Label-to-Region by Search. CVPR'10.
   
   
8. Guangda Li, Richang Hong, Yantao Zheng, Shuicheng Yan, and Tat-Seng Chua. Learning Cooking Techniques from YouTube. In MMM'10.
   
   
9. Ruchir Srivastava, Terence Sim, Shuicheng Yan, Surendra Ranganath. Feature Selection for Facial Expression Recognition Using Deformation Modeling. In ICDIP'10.
   
   
10. Xiaobai Liu, Haifeng Gong, Shuicheng Yan, Hai Jin. Multi-View Object Detection by Classifier Interpolation. In ICASSP'10.
    
    
11. Yadong Mu, Ju Sun, Shuicheng Yan, Loong-Fah Cheong. Activity Recognition Using Dense Long-Duration Trajectories. ICME'10 (Invited Paper).
    
    
12. Shengjiao Cao, Hairong Liu, and Shuicheng Yan. Automated Assembly of Shredded Pieces from Multiple Photos. ICME'10 (Oral).
    
    
13. Yadong Mu and Shuicheng Yan, Non-Metric Locality-Sensitive Hashing. AAAI'10.
    
    
14. Jialie Shen, Meng Wang, Shuicheng Yan, HweeHwa Pang, and Xian-Sheng Hua. Effective Music Tagging through Advanced Statistical Modeling. SIGIR'10 (Full Paper).
    
    
15. Baojun Yue, Jun Yan, Shuicheng Yan, and Chen Zheng, A Novel Co-Learning Framework for Learning User Intent from Rule Based Training Data, SIGIR'10 (short paper).
    
    
16. Zheng Wang, Jiashi Feng, Shuicheng Yan, and Changshui Zhang. Learning to Rank Tags. CIVR'10.
    
    
17. Hairong Liu and Shuicheng Yan. Robust Graph Mode Seeking by Graph Shift. ICML'10
    
    
18. Xinqi Chu, Chee Khun Poh, Liyuan Li, Kap Luk Chan, Shuicheng Yan, Weijia Shen, That Mon Htwe, Jiang Liu, Joo Hwee Lim, Eng Hui Ong and Khek Yu Ho. Epitomized Summarization of Wireless Capsule Endoscopic Videos for Efficient Visualization. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI’10), 2010.
    
    
19. Yadong Mu, Min Xu, Shuicheng Yan. Learning From Very-Few Labeled Examples With Soft Labels. ICIP 2010.
    
    
20. Yadong Mu, Ju Sun, Tony X. Han, Loong-Fah Cheong, Shuicheng Yan. Randomized Locality Sensitive Vocabularies for Bag-of-Features Model. ECCV 2010.
    
    
21. Dong Liu, Shuicheng Yan, Yong Rui, Hong-Jiang Zhang. Unified Tag Analysis with Multi-Edge Graph. ACM MM'10 (Oral).
    
    
22. Xiangyu Chen, Yadong Mu, Shuicheng Yan, Tat-Seng Hua. Efficient Large-Scale Image Annotation by Probabilistic Collaborative Multi-Label Propagation. ACM MM'10 (Oral)
    
    
23. Guangyu Zhu, Shuicheng Yan, Yi Ma. Image Tag Refinement Towards Low-Rank, Content-Tag Prior and Error Sparsity. In ACM MM'10 (Oral).
    
    
24. Richang Hong, Meng Wang, Mengdi Xu, Shuicheng Yan, Tat-Seng Chua. Dynamic Captioning: Video Accessibility Enhancement for Hearing Impairment. ACM MM'10 (Oral).
    
    
25. Bin Cheng, Bingbing Ni, Shuicheng Yan, Qi Tian. Learning to Photograph. ACM MM'10 (Oral).
    
    
26. Xiaobai Liu, Jiashi Feng, Shuicheng Yan, Hai Jin. Image Segmentation with Patch-Pair Density Priors. ACM MM'10 (Oral).
    
    
27. Richang Hong, Xiaotong Yuan, Mengdi Xu, Meng Wang, Shuicheng Yan, Tat-Seng Chua. Movie2Comics: A Feast of Multimedia Artwork. ACM MM'10.
    
    
28. Jiashi Feng, Yan-Tao Zheng, Shuicheng Yan. Towards a Universal Detector by Mining Concepts with Small Semantic Gaps. ACM MM'10.
    
    
29. Mengdi Xu, Xiaotong Yuan, Jialie Shen, Shuicheng Yan. Cast2Face: Character Identification in Movie with Actor-Character Correspondence. ACM MM'10.
    
    
30. Jinhui Tang, Qiang Chen, Shuicheng Yan, Tat-Seng Chua, Ramesh Jain. One Person Labels One Million Images. In ACM MM'10.
    
    
31. Richang Hong, Meng Wang, Xiao-Tong Yuan, Shuicheng Yan, Tat-Seng Chua. Movie2Comics: Explore Diverse Presentation through Turning Movie to Comics. ACM MM'10 (Demo).
    
    
32. Jialie Shen, Shuicheng Yan, Xiansheng Hua. The E-Recall Environment for Cloud based Mobile Rich Media Data Management. MM mobile + cloud workshop, July, 2010.
    
    
33. 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.
    
    
34. Si Liu, Shuicheng Yan, Changsheng Xu, Hanqing Lu. Compact Codebook Generation Towards Scale-Invariance.Fourth Pacific-Rim Symposium on Image and Video Technology (PSIVT 2010), 2010.
    
    
35. Hairong Liu, Longin Jan Latecki, Shuicheng Yan, "Robust Clustering as Ensemble of Affinity Relations", NIPS, 2010.
    
    
36. Zeyu Zheng, Jun Yan, Shuicheng Yan, Ning Liu, Zheng Chen, Ming Zhang, "A Novel Contrast Co-Learning Framework For Generating High Quality Training Data", ICDM'10 (ORAL).
    
    
37. Guangcan Liu, Ju Sun and Shuicheng Yan. Closed-Form Solutions to A Category of Nuclear Norm Minimization Problems. NIPS Workshop on Low-Rank Methods for Large-Scale Machine Learning, 2010.
    
    
38. Jiashi Feng, Bingbing Ni, and Shuicheng Yan. Auto-generate Professional Background Music for Homemade Videos. ICIMCS, 2010.
    
    

2009

1. S. Yan, H. Wang, Y. Fu, J. Yan, X. Tang, and T. Huang. Synchronized Submanifold Embedding for Person-Independent Pose Estimation and Beyond. In IEEE Transactions on Image Processing (TIP), 18(1):202-210, 2009.
   
   
2. H. Wang, S. Yan, J. Liu, X. Tang, and T. Huang. Correspondence Propagation with Weak Priors. In IEEE Transactions on Image Processing (TIP), 18(1):140-150, 2009.
   
   
3. D. Xu and S. Yan. Semi-Supervised Bilinear Subspace Analysis. IEEE Transactions on Image Processing (TIP), 18(7): 1671-1676, 2009.
   
   
4. S. Shan, Q. Liu, D. Tao, D. Xu, S. Yan, and X. Li. Introduction to the Special Issue on Video-based Object and Event Analysis. Pattern Recognition Letters, 30(2): 87, 2009.
   
   
5. J. Yang, S. Yan, and T. Huang. Ubiquitously Supervised Subspace Learning. IEEE Transactions on Image Processing (TIP), 18(2): 241-249, 2009.
   
   
6. S. Yan, H. Wang, J. Tu, W. Xi, X. Tang, and T. Huang. Mode-kn Factor Analysis for Image Ensembles. IEEE Transactions on Image Processing (TIP), 18(3): 670-676, 2009.
   
   
7. X. Li, J. Yan, W. Fan, N. Liu, S. Yan, and Z. Chen. An Online Blog Reading System by Topic Clustering and Personalized Ranking. ACM Transactions on Internet Technology (TOIT), 9(3), No. 9, 2009. 　
   
   
8. 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.
   
   

1. 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).
   
   
2. B. Ni, Z. Song, and S. Yan. Web Image Mining towards Universal Age Estimator. In ACM MM'09 (ORAL).
   
   
3. J. Tang, S. Yan, G. Qi, R. Hong, and T. Chua. Inferring Semantic Concepts from Community-Contributed Images and Noisy Tags.In ACM MM'09 (ORAL).
   
   
4. R. Hong, J. Tang, H. Tan, S. Yan, C. Ngo, and T. Chua. Event Driven Summarization for Web Videos. In ACM MM'09 Workshop on Social Media.
   
   
5. X. Wang, X. Han, and S. Yan. A HOG-LBP Human Detector with Partial Occlusion Handling. In ICCV'09 (ORAL).
   
   
6. Y. Hu, L. Cao, F. Lv, S. Yan, Y. Gong, and T. Huang. Action Detection in Complex Scenes with Spatial and Temporal Ambiguities. In ICCV'09 (ORAL).
   
   
7. X. Wu, J. Yan, N. Liu, S. Yan, Y. Chen, and Z. Chen. Probabilistic Latent Semantic User Segmentation for Behavioral Targeted Advertising. In ADKDD'09 workshop.
   
   
8. W. Zhang, J. Yan, and S. Yan. Temporal Query Substitution for Ad Search. In ACM SIGIR'09 (Poster).
   
   
9. Y. Jia, S. Yan, and C. Zhang. Semi-supervised Learning on Evolutionary Data. International Joint Conference on Artificial Intelligence (IJCAI), 2009 (ORAL).
   
   
10. T. Li, S. Yan, and I. Kweon. Local-Driven Semi-Supervised Learning with Multi-Label. In ICME'09 (Invited Paper).
    
    
11. B. Ni, S. Yan, and A. Kassim. Contextualizing Histogram. In CVPR'09.
    
    
12. B. Ni, S. Yan, and A. Kassim. Recognizing Human Group Activities by Localized Causalities. In CVPR'09.
    
    
13. C. Wang, S. Yan, L. Zhang, and H. Zhang. Multi-Label Sparse Coding for Automatic Image Annotation. In CVPR'09.
    
    
14. C. Wang, Z. Song, S. Yan, L. Zhang, and H. Zhang. Multiplicative Nonnegative Graph Embedding. In CVPR'09.
    
    
15. T. Li, T. Mei, S. Yan, and I. Kweon. Contextual Decomposition of Multi-Label Images. In CVPR'09.
    
    
16. 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).
    
    
17. C. Wang, S. Yan, L. Zhang, and H. Zhang. Non-Negative Semi-Supervised Learning. In AISTATS'09.
    
    
18. B. Ni, S. Yan, and A. Kassim. Directed Markov Stationary Features for Visual Classification. In ICASSP'09.
    
    
19. C. Wang, S. Yan, and H. Zhang. Large Scale Natural Image Classification by Sparsity Exploration. In ICASSP'09 (Invited Paper).
    
    
20. S. Yan, H. Wang. Semi-supervised Learning by Sparse Representation. In SDM'09.
    
    
21. J. Yan, S. Yan, N. Liu, and Z. Chen. Straightforward Feature Selection for Scalable Latent Semantic Indexing. In SDM'09 (ORAL). 
    
    
22. X. Liu, S. Yan, J. Yan, and H. Jin. Unified Solution to Nonnegative Data Factorization Problems. In ICDM’09 (Regular Paper).
    
    
23. J. Yan, N. Liu, S. Yan, Q. Yang, and Z. Chen. Synthesizing Novel Dimension Reduction Algorithms in Matrix Trace Oriented Optimization Framework. In ICDM’09 (Regular Paper).
    
    
24. B. Ni, S. Yan, G. Zhu, Z. Song, Y. Lu, D. Guo, J. Yan. A Vision-Based Demographic Advertisement System. In ICCV’09 (demo).
    
    
25. L. Li , K. Hoe, S. Yan, and X. Yu. ML-Fusion based Multi-Model Human Detection and Tracking for Robust Human-Robot Interfaces. IEEE Workshop on Applications of Computer Vision, 2009.
    
    
26. B. Bao, T. Li, and S. Yan. Hidden-Concept Driven Image Decomposition Towards Semi-Supervised Multi-Label Image Annotation. In ICIMCS2009.
    
    

2008 (99 publications till here)

1. D. Xu, S. Yan, S. Lin, and T. Huang. Convergent 2D Subspace Learning with Null Space Analysis. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 18(12): 1753-1759, 2008.
   
   
2. D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. Huang. Reconstruction and Recognition of Tensor-based Objects with Concurrent Subspaces Analysis. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 18(1):36-47, 2008.
   
   
3. X. Xie, S. Yan, J. Kwok, and T. Huang. Matrix-Variate Factor Analysis and Its Applications. In IEEE Transactions on Neural Networks (TNN), 19(10):1821-1826, 2008.
   
   
4. D. Xu, S. Yan, and J. Luo. Face Recognition Using Spatially Constrained Earth Mover's Distance.� In IEEE Transactions on Image Processing (TIP), 17(11):2256-2260, 2008.
   
   
5. Y. Mu, S. Yan,  T. Huang, and B. Zhou. Contextual Motion Field based Distance For Video Analysis. In The Visual Computer, 24(9):595-603, 2008.
   
   
6. 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.
   
   
7. S. Yan, H. Wang, X. Tang, J. Liu, and T. Huang. Regression from Uncertain Labels and Its Applications to Soft-Biometrics. In IEEE Transactions on Information Forensics and Security (TIFS), 3(4):698-708, 2008.
   
   
8. Y. Fu, S. Yan, and T. Huang. Classification and Feature Extraction by Simplexization. In IEEE Transactions on Information Forensics and Security (TIFS), 3(1):91-100, 2008. 　
   
   
9. X. Li, S. Maybank, S. Yan, D. Tao, and D. Xu. Gait Components and Their Applications to Gender Recognition. In IEEE Transactions on Systems, Man, and Cybernetics, Part C (T-SMC-C), 38(2):145-155, 2008. 　
   
   
10. X. Li, S. Lin, S. Yan, and D. Xu. Discriminant Locally Linear Embedding with High Order Tensor Data. In IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 38(2):342-352, 2008. 　
    
    

1. B. Ni, S. Yan, L. Cheong, and A. Kassim. Learning by Propagability. In ICDM'08 (ORAL).
   
   
2. J. Yan, S. Yan, N. Liu, and Z. Chen, Learning Latent Semantic Space for Effective Ranking. In ICDM'08.
   
   
3. N. Liu, J. Yan, S. Yan, W. Fan, and Z. Chen. Web Query Prediction by Unifying Model. ICDM Workshops 2008: 436-441.
   
   
4. Y. Zhou, S. Yan, and T. Huang. Categorizing Bi-Object Video Activities using Bag of Segments and Causality Features. ACM International Workshop onVision Networks for Behaviour Analysis, in conjunction with ACM MM'08.
   
   
5. X. Zhou, X. Zhuang, S. Yan, S. Chang, H. Mark, and T. Huang. SIFT-Bag Kernel for Video Event Analysis". In ACM MM'08 (ORAL).
   
   
6. J. Zhu, S. Hoi, M. Lyu, and S. Yan, Near-Duplicate Keyframe Retrieval by Nonrigid Image Matching. In ACM MM'08 (ORAL).
   
   
7. Z. Li, Y. Fu, S. Yan, and T. Huang, Real-time Human Action Recognition by Luminance Field Trajectory Analysis. In ACM MM'08.
   
   
8. F. Nie, S. Xiang, Y. Jia, C. Zhang, and S. Yan. Trace Ratio Criterion for Feature Selection. In AAAI'08 (ORAL).
   
   
9. Y. Mu, S. Yan, T. Huang, and B. Zhou. Contextual Motion Field based Distance For Video Analysis. In Computer Graphics International (CGI'08).
   
   
10. S. Yan, X. Zhou, M. Liu, J. Mark, and T. Huang. Regression from Patch-kernel. In CVPR'08.
    
    
11. J. Yang, S. Yan, Y. Fu, X. Li, and T. Huang. Non-Negative Graph Embedding. In CVPR'08 (ORAL).
    
    
12. H. Wang, S. Yan, J. Liu, X. Tang, and T. Huang. Misalignment Robust Face Recognition. In CVPR'08.
    
    
13. Y. Zhou, S. Yan, and T. Huang. Pair-Activity Classification by Bi-Trajectory Analysis. In CVPR'08.
    
    
14. Y. Mu, S. Yan, Y. Liu, T. Huang, and B. Zhou. Discriminative Local Binary Patterns for Human Detection in Personal Album. In CVPR08.
    
    
15. D. Xu, T. Chua, S. Yan, and S. Chang. Near Duplicate Image Identification with Spatially Aligned Pyramid Matching. In CVPR'08.
    
    
16. S. Yan, M. Liu, and T. Huang. Extract Age Information from Coordinate Local Signals. In ICASSP'08 (ORAL).
    
    
17. Y. Fu, S. Yan, and T. Huang. Discriminant Simplex Analysis. In ICASSP'08 (ORAL).
    
    
18. M. Liu, S. Yan, Y. Fu, and T. Huang. Flexible X-Y Patches for Face Recognition. In ICASSP'08.
    
    

2007

1. S. Yan, Y. Hu, D. Xu, H. Zhang, B. Zhang, and Q. Cheng. Nonlinear Discriminant Analysis on Embedded Manifold. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 17(4):468-477, 2007.
   
   
2. S. Yan, D. Xu, and X. Tang. Face Verification with Balanced Thresholds. In IEEE Transactions on Image Processing (TIP), 16(1):262-268, 2007.
   
   
3. S. Yan, D. Xu, L. zhang, Q. Yang, X. Tang, and H. Zhang. Multilinear Discriminant Analysis for Face Recognition. In IEEE Transactions on Image Processing (TIP), 16(1):212-220, 2007.
   
   
4. D. Xu, S. Lin, S. Yan, and X. Tang. Rank-one Projections with Adaptive Margins for Face Recognition. In IEEE Transactions on Systems, Man, and Cybernetics--Part B: Cybernetics, 37(5):1226-1236, 2007. 　
   
   
5. S. Yan, J. Liu, X. Tang, and T. Huang. A Parameter-free Framework for General Supervised Subspace Learning. In IEEE Transactions on Information Forensics and Security (TIFS), 2(1):69-76, 2007.
   
   
6. 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.
   
   
7. S. Yan, H. Wang, J. Liu, X. Tang, and T. Huang. Ranking with Uncertain Labels and Its Applications. In Frontiers of Computer Science in China (Invited paper), 1(4):407-412, 2007.
   
   
8. D. Xu, S. Yan, D. Tao, S. Lin, and H. Zhang. Enhanced Marginal Fisher Analysis for Human Gait Recognition and Content Based Image Retrieval. In IEEE Transactions on Image Processing (TIP), 16(11):2811-2821, 2007.
   
   
9. S. Yan, J. Liu, X. Tang, T. Huang. Formulating Face Verification with Semidefinite Programming. In IEEE Transactions on Image Processing (TIP), 16(11):2802-2810, 2007.
   
   
10. S. Yang, S. Yan, C. Zhang, and X. Tang. Bilinear Analysis for Kernel Selection and Nonlinear Feature Extraction. In IEEE Transactions on Neural Networks (TNN), 18(5):1442-1452, 2007.
    
    
11. D. Xu, D. Tao, X. Li, and S. Yan. Face Recognition: A Generalized Marginal Fisher Analysis Approach. Int’l Journal of Image and Graphics (IJIG), 7(3):583-591, 2007.
    
    

1. W. Pu, N. Liu, S. Yan, J. Yan, K. Xie, and Z. Chen. Local Word Bag Model for Text Categorization. In ICDM'07.
   
   
2. S. Yan, H. Wang, T. Huang, and X. Tang. Learning Auto-Structured Regressor from Uncertain Labels. In ICCV'07.
   
   
3. S. Yan, Z. Zhang, Y. Fu, Y. Hu, J. Tu, and T. Huang. Learning a Person-Independent Representation for Precise 3D Pose Estimation. In CLEAR07.
   
   
4. H. Wang, S. Yan, T. Huang, J. Liu, and X. Tang. Transductive Regression Piloted by Inter-Manifold Relations. In ICML'07.
   
   
5. S. Yan, H. Wang, T. Huang, and X. Tang. Ranking with Uncertain Labels. In ICME'07.
   
   
6. Y. Zhou, S. Yan, and T. Huang. Detecting Anomaly in Videos from Trajectory Similarity Analysis. In ICME'07.
   
   
7. Y. Sun, N. Liu, K. Xie, S. Yan, B. Zhang, and Z. Chen. Causal Relation of Queries from Temporal Logs. In WWW'07.
   
   
8. S. Yan, D. Xu, S. Lin, T. Huang, and S. Chang. Element Rearrangement for Tensor-Based Subspace Learning. In CVPR'07.
   
   
9. H. Wang, S. Yan, D. Xu, X. Tang, and T. Huang. Trace Ratio vs. Ratio Trace for Dimensionality Reduction. In CVPR'07.
   
   
10. S. Yan, H. Wang, X. Tang, T. Huang. Exploring Feature Descriptors for Face Recognition. In ICASSP'07 (ORAL).
    
    
11. H. Wang, S. Yan, X. Tang, and T. Huang. A Convergent Solution to Tensor Subspace Learning. In IJCAI'07(ORAL).
    
    

2006

1. J. Yan, B. Zhang,  N. Liu, S. Yan, et al. Effective and Efficient Dimensionality Reduction for Large Scale and Streaming Data Processing. In IEEE Transactions on Knowledge and Data Engineering, 18(3):320-333, 2006.
   
   
2. J. Yan, B. Y. Zhang, S. Yan, N. Liu et. al. A Scalable Supervised Dimensionality Reduction Algorithm on Streaming Data. In Information Sciences Journal-Informatics and Computer Science Intelligent Systems Applications, 176(14):2042-2065, 2006.
   
   
3. D. Xu, S. Yan, D. Tao, L. Zhang, Li. X, and H. Zhang. Human Gait Recognition With Matrix Representation. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 16(7):896-903, 2006.
   
   

1. J. Yan, N. Liu, B. Zhang, Q. Yang, S. Yan, and Z. Chen. A Novel Scalable Algorithm for Supervised Subspace Learning. In ICDM'06.
   
   
2. H. Wang, S. Yan, T. Huang, and X. Tang. Maximum Unfolded Embedding: Formulation, Solution and Application for Image Clustering. In ACM-MM'06.
   
   
3. S. Yan, and X. Tang. Dimensionality Reduction with Adaptive Kernels. In ICPR2006.
   
   
4. T. Yuan, S. Yan, and X. Tang. Perspective Symmetry Invariant for Face Analysis. In ICPR2006.
   
   
5. J. Dai, S. Yan, X. Tang, and J. Kwok. Locally Adaptive Classification Piloted by Uncertainty. In ICML06.
   
   
6. S. Yan, X. Tang, and T. Yuan. Learning Semantic Patterns with Discriminant Localized Binary Projections. In CVPR'06.
   
   
7. D. Xu, Steve Lin, S. Yan, and X. Tang. Rank-one Projections with Adaptive Margins for Visual Recognition. In CVPR'06.
   
   
8. D. Lin, S. Yan, and X. Tang. Pursuing Informative Projection on Grassmann Manifold. In CVPR'06.
   
   
9. S. Yan, X. Tang. Trace Quotient Problems Revisited. In ECCV'06.
   
   

2005

1. C. Hu, B. Zhang, Y. Wang, S. Yan, Z. Chen, Q. Wang, and Q. Yang. Learning Quantifiable Associations via Principal Sparse Non-negative Matrix Factorization. International Journal Intelligent Data Analysis, 9(6):603-620, 2005.
   
   
2. 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.
   
   
3. H. Li, S. Yan, and L. Peng. Robust Non-frontal Face Alignment with Edge Based Texture. In Journal of Computer Science and Technology, 20(9):849-854, 2005.
   
   
4. 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.
   
   

1. X. He, D. Cai, S. Yan, and H. Zhang. Neighborhood Preserving Embedding. In ICCV'05.
   
   
2. S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang, and H. Zhang. Discriminant Analysis with Tensor Representation. In CVPR'05.
   
   
3. S. Yan, D. Xu, B. Zhang, and H. Zhang. Graph Embedding: A General Framework for Dimensionality Reduction. In CVPR'05(ORAL).
   
   
4. S. Yan, D. Xu, L. Zhang, B. Zhang, and H. Zhang. Coupled Kernel-based Subspace Learning. In CVPR'05.
   
   
5. S. Yang, S. Yan, D. Xu, X. Tang, and C. Zhang. Fisher+Kernel Criterion for Discriminant Analysis. In CVPR'05.
   
   
6. D. Xu, S. Yan, L. Zhang, H. Zhang, Z. Liu, and H. Shum. Concurrent Subspace Analysis. In CVPR'05.
   
   
7. J. Yan, B. Zhang, N. Liu, S. Yan, Z. Chen, Q. Cheng, W. Fan, W. Ma. OCFS: Optimal Orthogonal Centroid Feature Selection for Text Categorization. In SIGIR'05.
   
   
8. S. Yan, X. Tang. Largest-Eigenvalue-Theory for Incremental Principal Component Analysis. In ICIP'05.
   
   
9. D. Lin, S. Yan, X. Tang. Feedback-based Dynamic Generalized LDA for Face Recognition. In ICIP'05.
   
   
10. D. Lin, S. Yan, X. Tang. Comparative Study: Face Recognition on Unspecific Persons using Linear Subspace Methods. In ICIP'05.
    
    
11. D. Lin, Y. Xu, X. Tang, S. Yan. Tensor-based Factor Decomposition for Relighting. In ICIP'05.
    
    
12. C. Wang, S. Yan, H. Zhang and W. Ma. Realistic 3D Face Modeling by Fusing Multiple 2D Images. In MMM2005.
    
    
13. D. Xu. S. Yan, L. Zhang, M. Li, W. Ma, Z. Liu and H. Zhang. Parallel Image Matrix Compression for Face Recognition. In MMM2005.

2004

1. S. Yan, X. He, Y. Hu, M. Li, H. Zhang, and Q. Cheng. Bayesian Shape localization for Face Recognition Using Global and Local Textures. In IEEE Transactions on Circuits and Systems for Video Technology, 14(1):102-113, 2004.  
   
   

1. C. Wang, S. Yan, H. Li, H. Zhang, M. Li and W. Ma. Automatic, Effective and Efficient 3D Face Reconstruction from an Arbitrary View 2D Image. In PCM'04.
   
   
2. N, Liu, J. Yan, B. Zhang, Q. Yang, S. Yan, and Z. Chen. Learning Similarity Measures in the Non-orthogonal Space. In CIKM'04.
   
   
3. C. Hu, B. Zhang, S. Yan, Q. Yang, Z. Chen, and W. Ma. Mining Ratio Rules Via Principal Sparse Non-Negative Matrix Factorization. In ICDM'04.
   
   
4. J. Yan, B. Zhang, S. Yan, Z. Chen, W. Fan, Q. Yan, W. Ma and Q. Cheng. IMMC: Incremental Maximum Marginal Criterion. In SIGKDD'04.
   
   
5. Y. Hu, S. Yan, D. Jiang, X. Rong and Y. Zhou. Personalized 3D Face Model Reconstruction from Single Image. In the Demos of The 8th European Conference on Computer Vision - ECCV 2004, Prague, May 11-14, 2004.
   
   
6. S. Yan, H. Zhang, Y. Hu, B. Zhang, and Q. Cheng. Discriminant Analysis on Embedded Manifold. In Proceeding of The 8th European Conference on Computer Vision - ECCV 2004, Prague, May 11-14, 2004.
   
   
7. W. Xi, B. Zhang, Z. Chen, Y. Lu, S. Yan, W. Ma, and E. Fox. Link Fusion: A Unified Link Analysis Framework for Multi-Type Interrelated Data Objects. In Proceeding of the 13th International World Wide Web Conference , NY, WWW 2004.
   
   
8. X. He, S. Yan, Y. Hu, H. Liu, H. Zhang. Spectral Analysis for Face Recognition. In the Sixth Asian Conference on Computer Vision, ACCV 2004, Korea, Jan 28-30, 2004.
   
   
9. Y. Hu, D. Jiang, S. Yan, L. Zhang, H. Zhang. Automatic 3D Reconstruction for Face Recognition. In the 6th Intl. Conf. on Automatic Face and Gesture Recognition FG2004.
   
   
10. Y. Lu, X. Liu, W. Xi, B. Zhang, H. Li, Z. Chen, S. Yan, and W. Ma. Efficient PageRank with Same Out-link Groups. In 2004 Asia Information Retrieval Symposium.
    
    
11. N. Liu, B. Zhang, J. Yan, W. Xi, S. Yan and Z. Chen. An Incremental Supervise Learning Criterion in Digital Library Documents Categorization. In ICADL'04.
    
    

2003

1. S. Yan, C. Liu, S. Li, H. Zhang, H. Shum, and Q. Cheng. Face alignment using texture-constrained active shape models. In Image and Vision Computing (IVC), 21(1):69-75, 2003.
   
   
2. S. Yan, X. Hou, Z. Li, H. Zhang, and Q. Cheng. Face Alignment Using View-Based Direct Appearance Models. In International Journal of Imaging Systems and Technology, 13(1):106-112, 2003.
   
   

1. 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.
   
   
2. X. He, S. Yan, Y. Hu, H. Zhang. Learning a Locality Preserving Subspace for Visual Recognition. In Proceeding of the 9th International Conference on Computer Vision, France, Nice, ICCV'03.

2002

1. S. Yan, C. Liu, S. Li, L. Zhu, H. Zhang, H. Shum, Q. Cheng. Texture-Constrained Active Shape Models. In ECCV'02 Workshop on Generative-Model-Based Vision. Copenhagen, Denmark. May, 2002.
   
   
2. Z. Li, S. Tang, S. Yan. Multi-Class SVM Classifier Based on Pairwise Coupling. In SVM 2002: 321-333.
   
   
3. S. Li, S. Yan, H. Zhang, Q. Cheng. Multi-View Face Alignment Using Direct Appearance Models. In Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition. Washington, DC, USA. 20-21 May, FG2002.

2001

1. S. Li, X. Zou, Y. Hu, Z. Zhang, S. Yan, X. Peng, L. Huang, H. Zhang. Real-Time Multi-View Face Detection, Tracking, Pose Estimation, Alignment, and Recognition. International Conference on Computer Vision and Pattern Recognition, Demo Summary. Hawaii. December, CVPR'01.