Selected publications by topic [full list]

 

· Notes 1: Electronic papers shared on this website are for fast dissemination of research work. The copyrights of the papers belong to the corresponding publishers. Also the technologies presented in some of the published papers are protected by US Patents or pending Patents.

 

· Notes 2: "*" indicates the co-author is the NTU PhD/M.Eng. student under my supervision;

                    “^” indicates the co-author is the NTU research staff under my supervision.

 

 

Human action and video event detection

 

Yang Cong^, Junsong Yuan, Jiebo Luo, Towards Scalable Summarization of Consumer Videos Via Sparse Dictionary Selection, IEEE Transactions on Multimedia (T-MM), 14(1): 66-75 (2012)

 

Junsong Yuan, Zicheng Liu and Ying Wu, Discriminative Video Pattern Search for Efficient Action Detection, 

IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 2011. [dataset page] [project page]

 

Tran Du^ and Junsong Yuan, Optimal Spatio-Temporal Path Discovery for Video Event Detection

Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011 [project page]

 

Yang Cong^, Junsong Yuan and Ji Liu, Sparse Reconstruction Cost for Abnormal Event Detection

Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011

 

Gang Yu*, Junsong Yuan, and Zicheng Liu, Unsupervised Random Forest Indexing for Fast Action Search

Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011  [project page]

 

Fan Jiang, Junsong Yuan, Sotirios A. Tsaftaris and Aggelos K. Katsaggelos, Anomalous Video Event Detection Using Spatiotemporal Context, Computer Vision and Image Understanding (CVIU) , Vol. 115, No. 3, pp. 323-333, 2011

 

Junsong Yuan and Zicheng Liu, TechWare: Video-Based Human Action Detection Resources [Best of the Web],

IEEE Signal Processing Magazine, Sept. 2010.

 

Junsong Yuan, Zicheng Liu and Ying Wu, Discriminative Subvolume Search for Efficient Action Detection,

Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'09), 2009

(CVPR09 Doctoral Spotlight Award) [dataset page] [project page]

 

 

Unsupervised Visual Pattern Discovery

 

Junsong Yuan, Ying Wu, Mining Visual Collocation Patterns via Self-Supervised Subspace Learning,

IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 42(2): 334-346 (2012)

 

Junsong Yuan, G. Zhao, Y. Fu, Z. Li, A. K. Katsaggelos, Y. Wu, Discovering Thematic Objects in Image Collections and Videos,

EEE Transactions on Image Processing (T-IP), 21(4): 2207-2219 (2012)

 

Junsong Yuan

Discovering visual patterns in image and video data: concepts, algorithms, experiments

Book by VDM Verlag Dr. Muller

Order from Amazon:   http://www.amazon.co.uk/Discovering-Visual-Patterns-Image-Video/dp/3639307542

 

Hongxing Wang*, Junsong Yuan, Yap-Peng Tan, Combining feature context and spatial context for image data mining

Proc. IEEE Conf. on Data Mining (ICDM’11), 2011 (regular paper)

 

Gangqiang Zhao^ and Junsong Yuan, Discovering Thematic Patterns in Videos via Cohesive Sub-graph Mining,

Proc. IEEE Conf. on Data Mining (ICDM’11), 2011 (short paper)

 

Gangqiang Zhao^ , Junsong Yuan, Jiang Xu, and Ying Wu, Discovering the Thematic Object in Commercial Videos,

IEEE Multimedia Magazine, Vol. 18, No. 3, pp. 56-65, 2011

 

Gangqiang Zhao^ and Junsong Yuan, Mining and Cropping Common Objects from Images,

Proc. ACM Int’l Conf. on Multimedia (MM’10), 2010 (short paper) [project page]

 

Junsong Yuan and Ying Wu, Context-Aware Clustering,

Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR 08)

 

Junsong Yuan, Ying Wu and Ming Yang, From Frequent Itemsets To Semantically Meaningful Visual Patterns,

Proc. ACM Intl. Conf. on Knowledge Discovery and Data Mining (SIGKDD 07)

 

Junsong Yuan and Ying Wu, Spatial Random Partition for Common Visual Pattern Discovery,

Proc. of Intl. Conf. on Computer Vision (ICCV 07)

 

 

Feature Mining for Visual Recognition

 

Jiang Wang, Zicheng Liu, Ying Wu, and Junsong Yuan, Mining Actionlet Ensemble for Action Recognition with Depth Cameras, Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’12), 2012.

 

Junsong Yuan, Ming Yang, and Ying Wu, Mining Discriminative Co-occurrence Patterns for Visual Recognition

Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011

 

Junsong Yuan, Jiebo Luo and Ying Wu, Mining Compositional Features from GPS and Visual Cues for Event Recognition in Photo Collections, IEEE Trans. on Multimedia, Nov. 2010

 

Junsong Yuan, Jiebo Luo and Ying Wu, Mining Compositional Features for Boosting,

Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’08), 2008

 

Junsong Yuan, Ying Wu and Ming Yang, Discovery of Collocation Patterns: from Visual Words to Visual Phrases,

Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR 07)

 

 

Multimedia Search and mining

 

Yuning Jiang*, Jingjing Meng*, and Junsong Yuan, Randomized Spatial Contexts for Object Search,

Prof. of IEEE Conf. on Computer Vision and Pattern Recognition (CVPR) 2012.

 

Rongrong Ji, Ling-Yu Duan, Hongxun Yao, Jie Chen, Junsong Yuan, Yong Rui, and Wen Gao,

Location Discriminative Vocabulary Coding for Mobile Landmark Search,

International Journal on Computer Vision (IJCV), 96(3), 290-314 (2012)

 

Ye Luo*, Junsong Yuan, Ping Xue and Qi Tian, Saliency Density Maximization for Efficient Visual Object Discovery,

IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), 2011

 

Gang Yu*, Junsong Yuan and Zicheng Liu, Real-time Human Action Search using Random Forest based Hough Voting, in Proc. ACM Multimedia (MM’11) 2011 (short paper)

 

Jingjing Meng, Junsong Yuan, Yuning Jiang, Nitya Narasimhan, Venu Vasudevan, and Ying Wu, Interactive Visual Object Search through Mutual Information Maximization, Proc. ACM Int’l Conf. on Multimedia (MM’10), 2010 (short paper)

 

Junsong Yuan, Jingjing Meng, Ying Wu and Jiebo Luo, Mining Recurring Events through Forest Growing, 

IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), 2008

 

Jingjing Meng, Junsong Yuan, Mat Hans and Ying Wu, Mining Motifs from Human Motion,

Proc. of EUROGRAPHICS'08, 2008 (short paper, video)

 

Junsong Yuan, Wei Wang, Jingjing Meng, Ying Wu and Dongge Li, Mining repetitive clips through finding continuous paths, Proc. ACM Intl. Conf. on Multimedia  (ACM MM07) (short paper)

 

Junsong Yuan, Ling-Yu Duan, Qi Tian and Changsheng Xu, Fast and Robust Short Video Clip Search Using an Index Structure, Proc. of ACM Intl. Workshop on Multimedia Information Retrieval (MIR 04) 2004

 

 

Vision-based human computer interaction

 

Zhou Ren*, Junsong Yuan, Chunyuan Li, and Wenyu Liu, Minimum Near-Convex Decomposition for Robust Shape Representation, Proc. Int'l Conf. on Computer Vision (ICCV'11), 2011

 

Zhou Ren*, Junsong Yuan, and Zhengyou Zhang, Robust Hand Gesture Recognition Based on Finger-Earth Mover’s Distance with a Commodity Depth Camera, in Proc. ACM Multimedia (MM’11), 2011 (short paper)

 

 

 

Visual tracking and motion analysis

 

 

Jiang Xu, Junsong Yuan, Ying Wu, Learning Spatio-Temporal Dependency of Local Patches for Complex Motion Segmentation, Journal of Computer Vision and Image Understanding (CVIU) , Vol. 115, No. 3, pp. 334-351, 2011

 

Jiang Xu, Junsong Yuan and Ying Wu, Multimodal Partial Estimates Fusion,

Proc. International Conference on Computer Vision (ICCV 09), 2009 

 

Ming Yang, Junsong Yuan and Ying Wu,  Spatial selection for attentional visual tracking,

Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR 07), 2007