@InProceedings{jiang:icassp2009, 
	Author = {Jiang, Wei and Xie, Lexing and Chang, Shih-Fu},
	Title = {Visual saliency with side information},
	BookTitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
	Month = {April},
	Year = {2009}
} 


@InProceedings{hejf:FKLforSPM, 
	Author = {He, Junfeng and Chang, Shih-Fu and Xie, Lexing},
	Title = {Fast Kernel Learning for Spatial Pyramid Matching},
	BookTitle = {IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR)},
	Address = {Anchorage, Alaska, USA},
 	Month = {June},
	Year = {2008}
} 


@InProceedings{xie06asilomar, 
	Author = {Xie, Lexing and Xu, Dong and Ebadollahi, Shahram and Scheinberg, Katya and Chang, Shih-Fu and R. Smith, John},
	Title = {Detecting Generic Visual Events with Temporal Cues},
	BookTitle = {Proc. 40th Asilomar Conference on Signals, Systems, and Computers},
	Address = {Pacific Grove, CA},
 	Month = {October},
	Year = {2006}
} 


@PhdThesis{xie05thesis, 
	Author = {Xie, Lexing},
	Title = {Unsupervised Pattern Discovery for Multimedia Sequences},
	School = {Graduate School of Arts and Sciences, Columbia University},
	Month = {August},
	Year = {2005}
} 


@InProceedings{shahram:icme06, 
	Author = {Ebadollahi, Shahram and Xie, Lexing and Chang, Shih-Fu and Smith, John R.},
	Title = {Visual Event Detection Using Multi-Dimensional Concept Dynamics},
	BookTitle = {IEEE International Conference on Multimedia and Expo (ICME 06)},
	Address = {Toronto, Canada},
 	Year = {2006}
} 


@InProceedings{xie:icme06, 
	Author = {Xie, Lexing and Chang, Shih-Fu},
	Title = {Pattern Mining In Visual Concept Streams},
	BookTitle = {IEEE International Conference on Multimedia and Expo (ICME 06)},
	Address = {Toronto, Canada},
 	Year = {2006}
} 


@InProceedings{chang:trecvid05, 
	Author = {Chang, Shih-Fu and Hsu, Winston and Kennedy, Lyndon and Xie, Lexing and Yanagawa, Akira and Zavesky, Eric and Zhang, Dongqing},
	Title = {Columbia University TRECVID-2005 Video Search and High-Level Feature Extraction},
	BookTitle = {NIST TRECVID workshop},
	Address = {Gaithersburg, MD},
 	Month = {November},
	Year = {2005}
} 


@InProceedings{ng:cgdetection, 
	Author = {Ng, Tian-Tsong and Chang, Shih-Fu and Hsu, Yu-Feng and Xie, Lexing and Tsui, Mao-Pei},
	Title = {Physics-Motivated Features for Distinguishing Photographic Images and Computer Graphics},
	BookTitle = {ACM Multimedia},
	Address = {Singapore},
 	Month = {November},
	Year = {2005}
} 


@TechReport{ywang05VisGenie, 
	Author = {Wang, Yong and Xie, Lexing and Chang, Shih-Fu},
	Title = {VisGenie: a Generic Video Visualization System},
	Institution = {Columbia University},
	Year = {2005}
} 


@InProceedings{xie05layered, 
	Author = {Xie, Lexing and Kennedy, Lyndon and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang and Lin, Ching-Yung},
	Title = {Layered Dynamic Mixture Model for Pattern Discovery in Asynchronous Multi-modal Streams},
	BookTitle = {Interational Conference on Acoustic, Speech and Signal Processing (ICASSP)},
	Address = {Philadelphia, PA},
 	Month = {March},
	Year = {2005}
} 


@InProceedings{xie04slightly, 
	Author = {Xie, Lexing and Pérez, Patrick},
	Title = {Slightly Supervised Learning of Part-Based Appearance Models},
	BookTitle = {IEEE Workshop on Learning in Computer Vision and Pattern Recognition},
	Address = {Washington D. C},
 	Month = {June},
	Year = {2004}
} 


@InProceedings{xie04discover, 
	Author = {Xie, Lexing and Kennedy, Lyndon and Chang, Shih-Fu and Lin, Ching-Yung and Divakaran, Ajay and Sun, Huifang},
	Title = {Discover meaningful multimedia patterns with audio-visual concepts and associated text},
	BookTitle = {IEEE Interational Conference on Image Processing (ICIP)},
	Address = {Singapore},
 	Month = {October},
	Year = {2004}
} 


@InProceedings{dvmmPub24, 
	Author = {Xu, Peng and Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Vetro, Anthony and Sun, Huifang},
	Title = {Algorithms and Systems for Segmentation and Structure Analysis in Soccer Video},
	BookTitle = {IEEE International Conference on Multimedia and Expo (ICME)},
	Address = {Tokyo, Japan},
 	Month = {August},
	Year = {2001}
} 


@InProceedings{dvmmPub218, 
	Author = {Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Structure Analysis of Soccer Video with Hidden Markov Models},
	BookTitle = {IEEE Interational Conference on Acoustic, Speech and Signal Processing (ICASSP-2002)},
	Address = {Orlando, FL},
 	Month = {May},
	Year = {2002}
} 


@InProceedings{dvmmPub235, 
	Author = {Sundaram, Hari and Xie, Lexing and Chang, Shih-Fu},
	Title = {A Utility Framework for the Automatic Generation of Audio-Visual Skims},
	BookTitle = {ACM Multimedia},
	Address = {Juan Les Pins, France},
 	Month = {December},
	Year = {2002}
} 


@InCollection{dvmmPub236, 
	Author = {Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Unsupervised Mining of Statistical Temporal Structures in Video},
	BookTitle = {Video Mining},
	editor = {Rosenfeld, A. and Doremann, D. and Dementhon, D.},
	Chapter= {10},
	Publisher = {Kluwer Academic Publishers},
	Year = {2003}
} 


@article{dvmmPub237, 
	Author = {Xie, Lexing and Xu, Peng and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Structure Analysis of Soccer Video with Domain Knowledge and Hidden Markov Models},
	Journal = {Pattern Recognition Letters},
	Volume = {25},
	Number = {7},
	Pages = {767--775},
	Month = {May},
	Year = {2004}
} 


@InProceedings{dvmmPub238, 
	Author = {Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Feature Selection for Unsupervised Discovery of Statistical Temporal Structures in Video},
	BookTitle = {IEEE International Conference on Image Processing (ICIP)},
	Address = {Barcelona, Spain},
 	Month = {September},
	Year = {2003}
} 


@InProceedings{dvmmPub239, 
	Author = {Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Unsupervised Discovery of Multilevel Statistical Video Structures Using Hierarchical Hidden Markov Models},
	BookTitle = {IEEE International Conference on Multimedia and Expo (ICME)},
	Address = {Baltimore, MD},
 	Month = {July},
	Year = {2003}
} 


@TechReport{dvmmPub240, 
	Author = {Xie, Lexing and Chang, Shih-Fu and Divakaran, Ajay and Sun, Huifang},
	Title = {Learning Hierarchical Hidden Markov Models for Video Structure Discovery},
	Institution = {Columbia University},
	Month = {December},
	Year = {2002}
} 


@TechReport{dvmmPub241, 
	Author = {Xie, Lexing and Maeno, Kurato and Sun, Qibin and Lin, Ching-Yung and Chang, Shih-Fu},
	Title = {Benchmarking for SARI Image Authentication System},
	Institution = {Columbia University},
	Month = {November},
	Year = {2002}
}