Publications of Shih-Fu Chang

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Journals

Dong Xu, Shuicheng Yan, Stephen Lin, Thomas S. Huang, Shih-Fu Chang. Enhancing Bilinear Subspace Learning by Element Rearrangement. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31(10), 2009.
Tian-Tsong Ng, Shih-Fu Chang. Identifying and Prefiltering Images. IEEE Signal Processing Magazine, 26(2), 2009.
Xiaobo Zhou, Honghui Wang, Jun Wang, Yue Wang, Gerard Hoehn, Joseph Azok, Marie-Luise Brennan, Stanley L. Hazen, King Li, Shih-Fu Chang, Stephen T. C. Wong. Identification of biomarkers for risk stratification of cardiovascular events using genetic algorithm with recursive local floating search. Proteomics, 9(8), 2009.
L. Kennedy, S.F. Chang, A. Natsev. Query-Adaptive Fusion for Multimodal Search. Proceedings of the IEEE, 96(4):567-588, 2008.
Q. Sun, J. Apostolopoulos, C. W. Chen, S.F. Chang. Quality-Optimized and Secure End-to-End Authentication for Media Delivery. Proceedings of the IEEE, 96(1):97-111, 2008.
Dong Xu, Shih-Fu Chang. Video Event Recognition Using Kernel Methods with Multilevel Temporal Alignment. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(11):1985-1997, November 2008.
Jun Wang, Xiaobo Zhou, Pamela L. Bradley, Shih-Fu Chang, Norbert Perrimon, Stephen T.C. Wong. Cellular Phenotype Recognition for High-Content RNAi Genome-Wide Screening. Journal of Biomolecular Screening, 13(1):29-39, February 2008.
Yong Wang, Jae-Gon Kim, Shih-Fu Chang, Hyung-Myung Kim. Utility-Based Video Adaptation for Universal Multimedia Access (UMA) and Content-Based Utility Function Prediction for Real-Time Video Transcoding. IEEE Transactions on Multimedia, 9:213-220, 2007.
Winston H. Hsu, Lyndon Kennedy, Shih-Fu Chang. Reranking Methods for Visual Search. IEEE Multimedia Magazine, 13(3), 2007.
Kurato Maeno, Qibin Sun, Shih-Fu Chang, Masayuki Suto. New Semi-Fragile Image Authentication Watermarking Techniques Using Random Bias and Nonuniform Quantization. IEEE Transactions on Multimedia, 8(1):32-45, February 2006.
Milind Naphade, John R. Smith, Jelena Tesic, Shih-Fu Chang, Winston Hsu, Lyndon Kennedy, Alexander Hauptmann, Jon Curtis. Large-Scale Concept Ontology for Multimedia. IEEE Multimedia Magazine, 13(3), 2006.
Yong Wang, Mihaela van der Schaar, Shih-Fu Chang, Alexander C. Loui. Classification-based multidimensional adaptation prediction for scalable video coding using subjective quality evaluation. IEEE Transactions on Circuits and Systems for Video Technology, 15:1270-1279, 2005.
Shih-Fu Chang, Anthony Vetro. Video Adaptation: Concepts, Technologies, and Open Issues. Special Issue on Advances in Video Coding and Delivery, Proceedings of IEEE, 2005.
Jae-Gon Kim, Yong Wang, Shih-Fu Chang, Hyung-Myung Kim. An Optimal Framework of Video Adaptation and Its Application to Rate Adaptation Transcoding. ETRI Journal, 27(4):341-354, August 2005.
Qibin Sun, Shih-Fu Chang. A Secure and Robust Digital Signature Scheme for JPEG2000 Image Authentication. IEEE Transactions on Multimedia, 7(3):480-494, June 2005.
Qibin Sun, Shuiming Ye, Shih-Fu Chang, Ching-Yung Lin. A Crypto Signature Scheme for Image Authentication over Wireless Channel. International Journal of Image and Graphics, special issue on Image Data Hiding, 5(1), January 2005.
Di Zhong, Shih-Fu Chang. Real-Time View Recognition and Event Detection for Sports Video. special issue on Multimedia Database Management Systems, Journal of Visual Communication and Image Representation, 2004.
Lexing Xie, Peng Xu, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Structure Analysis of Soccer Video with Domain Knowledge and Hidden Markov Models. Pattern Recognition Letters, 25(7):767-775, May 2004.
Ana B. Benitez, Shih-Fu Chang. Automatic Multimedia Knowledge Discovery, Summarization and Evaluation. IEEE Transactions on Multimedia, 2003 (submitted), 2003.
Hualu Wang, Ajay Divakaran, Anthony Vetro, Shih-Fu Chang, Huifang Sun. Survey of Compressed-Domain Features Used in Audio-Visual Indexing and Analysis. Journal of Visual Communication and Image Representation, 14(2):150-183, June 2003.
Hari Sundaram, Shih-Fu Chang. Computable Scenes and Structures in Films. IEEE Transactions on Multimedia, 4(4):482-491, December 2002.
Shih-Fu Chang. The Holy Grail of Content-Based Media Analysis. IEEE Multimedia Magazine, 9(2):6-10, April 2002.
Corinne Jorgensen, Alejandro Jaimes, Ana B. Benitez, Shih-Fu Chang. A Conceptual Framework and Research for Classifying Visual Descriptors. Journal of the American Society for Information Science (JASIS), Invited Paper on Special Issue on Image Access: Bridging Multiple Needs and Multiple Perspectives, Sep 2001, 52(11):938-947, September 2001.
Alejandro Jaimes, Shih-Fu Chang. Learning Structured Visual Detectors From User Input at Multiple Levels. Invited Paper, International Journal of Image and Graphics (IJIG), Special Issue on Image and Video Databases, 1(3):415-44, August 2001.
Shih-Fu Chang, Thomas Sikora, Atul Puri. Overview of the MPEG-7 Standard. IEEE Transactions on Circuits and Systems for Video Technology, special issue on MPEG-7, 11(6):688-695, June 2001.
Ching-Yung Lin, Shih-Fu Chang. A robust image authentication method distinguishing JPEG compression from malicious manipulation. IEEE Transactions on Circuits and Systems for Video Technology, 11(2):153-168, February 2001.
Ana B. Benitez, Seungyup Paek, Shih-Fu Chang, Qian Huang, Atul Puri, Chung-Sheng Li, John R. Smith, Lawrence D. Bergman, Charles N. Judice. Object-Based Multimedia Description Schemes and Applications for MPEG-7. Image Communication Journal (ICJ), Invited Paper on a Special Issue on MPEG-7, 16(1):235-269, September 2000.
Seungyup Paek, Shih-Fu Chang. Video Server Retrieval Scheduling and Resource Reservation for Variable bit Rate Scalable Video. IEEE Transactions on Circuits and Systems for Video Technology, 10(3):460-474, April 2000.
Y. Rui, T.S. Huang, S.F. Chang. Image Retrieval: Current Techniques, Promising Directions, and Open Issues. Journal of Visual Communication and Image Representation, 10(1):39-62, 1999.
Di Zhong, Shih-Fu Chang. An Integrated Approach for Content-Based Video Object Segmentation and Retrieval. IEEE Transactions on Circuits and Systems for Video Technology, 9(8):1259-1268, December 1999.
Javier Zamora, Stephen Jacobs, Alexandros Eleftheriadis, Shih-Fu Chang, Dimitris Anastassiou. A Practical Methodology for Guaranteeing QoS for Video on Demand. IEEE Transactions on Circuits and Systems for Video Technology, 10(1):166-178, February 1999.
Pankaj Batra, Shih-Fu Chang. Effective Algorithms for Video Transmission Over Wireless Networks. Signal Processing: Image Communications, Special Issue on Mobile Image/Video Transmission, 12(2), 1998.
Shih-Fu Chang, William Chen, Horace Jianhao Meng, Hari Sundaram, Di Zhong. A Fully Automated Content-Based Video Search Engine Supporting Spatio-Temporal Queries. IEEE Transactions on Circuits and Systems for Video Technology (CSVT), 8(5):602-615, September 1998.
Ana B. Benitez, Mandis Beigi, Shih-Fu Chang. Using Relevance Feedback in Content-Based Image Metasearch. IEEE Internet Computing, 2(4):59-69, July 1998.
Shih-Fu Chang, Alexandros Eleftheriadis, Robert McClintock. Next-Generation Content Representation, Creation and Searching for New Media Applications in Education. IEEE Special Issue on Multimedia Signal Processing and Technology (invited paper), 86(5):884-904, May 1998.
Javier Zamora, Dimitris Anastassiou, Shih-Fu Chang. Objective and Subjective Quality of Service Performance of Video-on-Demand in ATM-WAN. Signal Processing: Image Communications, Special Issue on Error Resilience, 14(6):635-654, 1997.
Shih-Fu Chang, John R. Smith, Mandis Beigi, Ana B. Benitez. Visual Information Retrieval from Large Distributed On-line Repositories. Communications of the ACM, 40(12):63-71, December 1997.
Shih-Fu Chang, Alexandros Eleftheriadis, Dimitris Anastassiou, Stephen Jacobs, Hair Kalva, Javier Zamora. Columbia's VOD and Multimedia Research Testbed with Heterogeneous Network Support. Journal on Multimedia Tools and Applications, Special Issue on Video on Demand, Kluwer Academic Publishers, 5(2):171-184, September 1997.
Hair Kalva, Shih-Fu Chang, Alexandros Eleftheriadis. DAVIC and Interoperability Experiments. Journal on Multimedia Tools and Applications, Special Issue on Video on Demand, Kluwer Academic Publishers, 5(2):119-132, September 1997.
Hualu Wang, Shih-Fu Chang. A Highly Efficient System for Automatic Face Region Detection in MPEG Video. IEEE Transactions on Circuits and Systems for Video Technology (CSVT), Special Issue on Multimedia Technology, Systems, and Applications, 7(4):615-628, August 1997.
John R. Smith, Shih-Fu Chang. Visually Searching the Web for Content. IEEE Multimedia, 4(3):12-20, July 1997.
Shih-Fu Chang, Alexandros Eleftheriadis, Dimitris Anastassiou. Development of Columbia's Video On Demand Testbed (Text). Signal Processing: Image Communications, Special Issue on Video on Demand and Interactive Television, 8(3):191-207, April 1996.
Shih-Fu Chang. Exploring Functionalities in the Image/Video Compressed Domain. ACM Computing Surveys, 27(4):573-575, December 1995.
Shih-Fu Chang, David G. Messerschmitt. Manipulation and Compositing of MC-DCT Compressed Video. IEEE Journal of Selected Areas in Communications (JSAC), Special Issue on Intelligent Signal Processing, 13(1):1-11, January 1995.
Shih-Fu Chang, David G. Messerschmitt. Comparison of Transform Coding Techniques for Arbitrarily-Shaped Image Segments. Springer Verlag Journal of Multimedia Systems, 1994, 1(6):231-239, 1994.

Book Chapters

Tian-Tson Ng, Shih-Fu Chang, Ching-Yung Lin, Qibin Sun. Passive-blind Image Forensics. In Multimedia Security Technologies for Digital Rights, W. Zeng, H. Yu, and Ching-Yung Lin (eds.), Elsvier, 2006.
Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Unsupervised Mining of Statistical Temporal Structures in Video. In Video Mining, A. Rosenfeld, D. Doremann, D. Dementhon (eds.), Chap. 10, Kluwer Academic Publishers, 2003.
Alejandro Jaimes, Shih-Fu Chang. Concepts and Techniques for Indexing Visual Semantics. In Image Databases, Search and Retrieval of Digital Imagery, V. Castelli, L. Bergman (eds.), Chap. 17, pp. 497-556, Wiley, 2002.
Seungyup Paek, Shih-Fu Chang. High Performance Digital Video Servers: Storage and Retrieval of Compressed Scalable Video. In Advances in Computers, Chap. 6, pp. 294-338, Academic Press, 1998.
John R. Smith, Shih-Fu Chang. Querying by Color Regions using the VisualSEEk Content-Based Visual Query System. In Intelligent Multimedia Information Retrieval, Mark T. Maybury (ed.), Chap. 2, pp. 23-42, AAAI Press, 1996.

Conferences

Wei Jiang, Courtenay Cotton, Shih-Fu Chang, Dan Ellis, Alexander C. Loui. Short-Term Audio-Visual Atoms for Generic Video Concept Classification. In Proceeding of ACM international conference on Multimedia (ACM MM), October 2009.
Yu-Gang Jiang, Chong-Wah Ngo, Shih-Fu Chang. Semantic Context Transfer across Heterogeneous Sources for Domain Adaptive Video Search. In Proceeding of ACM international conference on Multimedia (ACM MM), October 2009.
Jun Wang, Eric Pohlmeyer, Barbara Hanna, Yu-Gang Jiang, Paul Sajda, Shih-Fu Chang. Brain State Decoding for Rapid Image Retrieval. In Proceeding of the ACM international conference on Multimedia (ACM MM), October 2009.
Yu-Gang Jiang, Jun Wang, Shih-Fu Chang, Chong-Wah Ngo. Domain Adaptive Semantic Diffusion for Large Scale Context-Based Video Annotation. In International Conference on Computer Vision (ICCV), Kyoto, Janpan, September 2009.
Tony Jebara, Jun Wang, Shih-Fu Chang. Graph Construction and b-Matching for Semi-Supervised Learning. In International Conference on Machine Learning (ICML), Montreal, Canada, June 2009.
Jun Wang, Yu-Gang Jiang, Shih-Fu Chang. Label Diagnosis through Self Tuning for Web Image Search. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Miami Beach, Florida, USA, June 2009.
Wei Liu, Shih-Fu Chang. Robust Multi-Class Transductive Learning with Graphs. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Miami Beach, Florida, USA, June 2009.
Wei Jiang, Lexing Xie, Shih-Fu Chang. Visual saliency with side information. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2009.
Y.-F. Hsu, S.-F. Chang. Statistical Fusion of Multiple Cues for Image Tampering Detection. In Asilomar Conference on Signals, Systems, and Computers, 2008.
Wei Jiang, Shih-Fu Chang, Tony Jebara, Alexander Loui. Semantic concept classification by joint semi-supervised learning of feature subspaces and support vector machines. In European Conference on Computer Vision, Pages 270-283, 2008.
Eric Zavesky, Shih-Fu Chang, Cheng-Chih Yang. Visual Islands: Intuitive Browsing of Visual Search Results. In ACM International Conference on Image and Video Retrieval, Pages 617-626, Niagara Falls, Canada, 2008.
Shih-Fu Chang, Junfeng He, Yu-Gang Jiang, Elie El Khoury, Chong-Wah Ngo, Akira Yanagawa, Eric Zavesky. Columbia University/VIREO-CityU/IRIT TRECVID2008 High-Level Feature Extraction and Interactive Video Search. In NIST TRECVID Workshop, Gaithersburg, MD, November 2008.
Lyndon Kennedy, Shih-Fu Chang. Internet image archaeology: automatically tracing the manipulation history of photographs on the web. In MM '08: Proceeding of the 16th ACM international conference on Multimedia, October 2008.
Xi Zhou, Xiaodan Zhuang, Shuicheng Yan, Shih-Fu Chang, Mark Hasegawa-Johnson, Thomas S. Huang. SIFT-Bag kernel for video event analysis. In MM '08: Proceeding of the 16th ACM international conference on Multimedia, October 2008.
Wei Jiang, Eric Zavesky, Shih-Fu Chang, Alex Loui. Cross-Domain Learning Methods for High-Level Visual Concept Classification. In IEEE International Conference on Image Processing, San Diego, California, U.S.A, October 2008.
Eric Zavesky, Shih-Fu Chang. CuZero: Embracing the Frontier of Interactive Visual Search for Informed Users. In ACM Multimedia Information Retrieval, Vancouver, British Columbia, Canada, October 2008.
Wei Liu, Wei Jiang, Shih-Fu Chang. Relevance Aggregation Projections for Image Retrieval. In ACM International Conference on Image and Video Retrieval, Niagara Falls, Canada, July 2008.
Jun Wang, Tony Jebara, Shih-Fu Chang. Graph Transduction via Alternating Minimization. In International Conference on Machine Learning (ICML), Helsinki, Finland, July 2008.
Dong Xu, Tat-Jen Cham, Shuicheng Yan, Shih-Fu Chang. Near Duplicate Image Identification with Spatially Aligned Pyramid Matching. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, June 2008.
Jun Wang, Shih-Fu Chang, Xiabo Zhou, T. C. Stephen Wong. Active Microscopic Cellular Image Annotation by Superposable Graph Transduction with Imbalanced Labels. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, June 2008.
Junfeng He, Shih-Fu Chang, Lexing Xie. Fast Kernel Learning for Spatial Pyramid Matching. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, June 2008.
Steven C. H. Hoi, Wei Liu, Shih-Fu Chang. Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, June 2008.
Shih-Fu Chang, Wei Jiang, Akira Yanagawa, Eric Zavesky. Columbia University TRECVID2007 High-Level Feature Extraction. In NIST TRECVID Workshop, Gaithersburg, MD, November 2007.
Shih-Fu Chang, Dan Ellis, Wei Jiang, Keansub Lee, Akira Yanagawa, Alexander C. Loui, Jiebo Luo. Large-Scale Multimodal Semantic Concept Detection for Consumer Video. In ACM SIGMM International Workshop on Multimedia Information Retrieval, Germany, September 2007.
Alexander C. Loui, Jiebo Luo, Shih-Fu Chang, Dan Ellis, Wei Jiang, Lyndon Kennedy, Keansub Lee, Akira Yanagawa. Kodak��s Consumer Video Benchmark Data Set: Concept Definition and Annotation. In ACM SIGMM International Workshop on Multimedia Information Retrieval, Germany, September 2007.
Winston H. Hsu, Lyndon Kennedy, Shih-Fu Chang. Video Search Reranking through Random Walk over Document-Level Context Graph. In ACM Multimedia, Augsburg, Germany, September 2007.
Lyndon Kennedy, Shih-Fu Chang. A Reranking Approach for Context-based Concept Fusion in Video Indexing and Retrieval. In ACM International Conference on Image and Video Retrieval, Amsterdam, Netherlands, July 2007.
Shih-Fu Chang, Lyndon Kennedy, Eric Zavesky. Columbia University's Semantic Video Search Engine. In ACM International Conference on Image and Video Retrieval, Amsterdam, Netherlands, July 2007.
Yu-Feng Hsu, Shih-Fu Chang. Image Splicing Detection Using Camera Response Function Consistency and Automatic Segmentation. In International Conference on Multimedia and Expo (ICME), Beijing, China, July 2007.
Wei Jiang, Shih-Fu Chang, Alexander C. Loui. Kernel Sharing With Joint Boosting For Multi-Class Concept Detection. In IEEE CVPR Workshop on Semantic Learning Application in Multimedia, Minneapolis, Minnesota, June 2007.
Shuicheng Yan, Dong Xu, Stephen Lin, Thomas S. Huang, Shih-Fu Chang. Element Rearrangement for Tensor-Based Subspace Learning. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, USA, June 2007.
Dong Xu, Shih-Fu Chang. Visual Event Recognition in News Video using Kernel Methods with Multi-Level Temporal Alignment. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, USA, June 2007.
Tian-Tsong Ng, Shih-Fu Chang, Mao-Pei Tsui. Using Geometry Invariants for Camera Response Function Estimation. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2007.
Jun Wang, Xiaobo Zhou, Ju Lu, Jeff Lichtman, Shih-Fu Chang, Stephen T. C. Wong. Dynamic local tracing for 3D axon curvilinear structure detection from microscopic image stack. In IEEE International Symposium of Biomedical Imaging (ISBI), Washington D. C, USA, April 2007.
Tian-Tsong Ng, Shih-Fu Chang, Mao-Pei Tsui. Lessons Learned from Online Classification of Photo-Realistic Computer Graphics and Photographs. In IEEE Workshop on Signal Processing Applications for Public Security and Forensics (SAFE), April 2007.
Wei Jiang, Shih-Fu Chang, Alexander C. Loui. Context-Based Concept Fusion with Boosted Conditional Random Fields. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Hawaii, USA, April 2007.
Shih-Fu Chang, Wei-Ying Ma, Arnold Smeulders. Recent Advances and Challenges of Semantic Image/Video Search. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Hawaii, USA, April 2007.
Wei Jiang, Shih-Fu Chang, Alexander C. Loui. Active Context-based concept fusion with partial user labels. In IEEE International Conference on Image Processing (ICIP 06), Atlanta, GA, USA, 2006.
Shahram Ebadollahi, Lexing Xie, Shih-Fu Chang, John R. Smith. Visual Event Detection Using Multi-Dimensional Concept Dynamics. In IEEE International Conference on Multimedia and Expo (ICME 06), Toronto, Canada, 2006.
Lexing Xie, Shih-Fu Chang. Pattern Mining In Visual Concept Streams. In IEEE International Conference on Multimedia and Expo (ICME 06), Toronto, Canada, 2006.
Lyndon Kennedy, Shih-Fu Chang, Igor Kozintsev. To Search or To Label?: Predicting the Performance of Search-Based Automatic Image Classifiers. In Multimedia Information Retrieval Workshop (MIR), Santa Barbara, CA, USA, 2006.
Winston Hsu, Shih-Fu Chang. Topic Tracking across Broadcast News Videos with Visual Duplicates and Semantic Concepts. In International Conference on Image Processing (ICIP), Atlanta, GA, USA, 2006.
Winston Hsu, Lyndon Kennedy, Shih-Fu Chang. Video Search Reranking via Information Bottleneck Principle. In ACM Multimedia, Santa Babara, CA, USA, 2006.
Shih-Fu Chang, Winston, Wei Jiang, Lyndon Kennedy, Dong Xu, Akira Yanagawa, Eric Zavesky. Columbia University TRECVID-2006 Video Search and High-Level Feature Extraction. In NIST TRECVID Workshop, Gaithersburg, MD, November 2006.
Lexing Xie, Dong Xu, Shahram Ebadollahi, Katya Scheinberg, Shih-Fu Chang, John R. Smith. Detecting Generic Visual Events with Temporal Cues. In Proc. 40th Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, October 2006.
Yu-Feng Hsu, Shih-Fu Chang. Detecting Image Splicing Using Geometry Invariants And Camera Characteristics Consistency. In Interational Conference on Multimedia and Expo (ICME), Toronto, Canada, July 2006.
Dongqing Zhang, Shih-Fu Chang. A Generative-Discriminative Hybrid Method for Multi-View Object Detection. In IEEE CVPR, New York City, New York, June 2006.
Tian-Tsong Ng, Shih-Fu Chang. An Online System for Classifying Computer Graphics Images from Natural Photographs. In SPIE Electronic Imaging, San Jose, CA, January 2006.
Yong Wang, Shih-Fu Chang. Complexity Adaptive H.264 Encoding for Light Weight Streams. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, 2006.
Winston Hsu, Shih-Fu Chang. Visual Cue Cluster Construction via Information Bottleneck Principle and Kernel Density Estimation. In International Conference on Content-Based Image and Video Retrieval (CIVR), Singapore, 2005.
Shih-Fu Chang, Winston Hsu, Lyndon Kennedy, Lexing Xie, Akira Yanagawa, Eric Zavesky, Dongqing Zhang. Columbia University TRECVID-2005 Video Search and High-Level Feature Extraction. In NIST TRECVID workshop, Gaithersburg, MD, November 2005.
Lyndon Kennedy, Paul Natsev, Shih-Fu Chang. Automatic Discovery of Query Class Dependent Models for Multimodal Search. In ACM Multimedia, Singapore, November 2005.
Tian-Tsong Ng, Shih-Fu Chang, Yu-Feng Hsu, Lexing Xie, Mao-Pei Tsui. Physics-Motivated Features for Distinguishing Photographic Images and Computer Graphics. In ACM Multimedia, Singapore, November 2005.
Lexing Xie, Lyndon Kennedy, Shih-Fu Chang, Ajay Divakaran, Huifang Sun, Ching-Yung Lin. Layered Dynamic Mixture Model for Pattern Discovery in Asynchronous Multi-modal Streams. In Interational Conference on Acoustic, Speech and Signal Processing (ICASSP), Philadelphia, PA, March 2005.
Shih-Fu Chang, R. Manmatha, Tat-Seng Chua. Combining Text and Audio-Visual Features in Video Indexing. In IEEE ICASSP 2005, Philadelphia, PA, March 2005.
Arnon Amir, Janne O Argillander, Marco Berg, Shih-Fu Chang, Martin Franz, Winston Hsu, Giridharan Iyengar, John R Kender, Lyndon Kennedy, Ching-Yung Lin, Milind Naphade, Apostol (Paul) Natsev, John R. Smith, Jelena Tesic, Gang Wu, Rong Yan, Donqing Zhang. IBM Research TRECVID-2004 Video Retrieval System. In NIST TRECVID 2004 Workshop, Gaithersburg, MD, 2004.
Dong-Qing Zhang, Shih-Fu Chang. Detecting Image Near-Duplicate by Stochastic Attributed Relational Graph Matching with Learning. In ACM Multimedia, New York City, USA, October 2004.
Tat-Seng Chua, Shih-Fu Chang, Lekha Chaisorn, Winston Hsu. Story Boundary Detection in Large Broadcast News Video Archives Techniques, Experience and Trends. In ACM Multimedia, New York, October 2004.
Lexing Xie, Lyndon Kennedy, Shih-Fu Chang, Ching-Yung Lin, Ajay Divakaran, Huifang Sun. Discover meaningful multimedia patterns with audio-visual concepts and associated text. In IEEE Interational Conference on Image Processing (ICIP), Singapore, October 2004.
Tian-Tsong Ng, Shih-Fu Chang. A Model for Image Splicing. In IEEE International Conference on Image Processing (ICIP), Singapore, October 2004.
Dong-Qing Zhang, Ching-Yung Lin, Shih-Fu Chang, John R. Smith. Semantic Video Clustering Across Sources Using Bipartite Spectral Clustering. In IEEE International Conference On Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.
Dong-Qing Zhang, Shih-Fu Chang. Learning to Detect Scene Text Using a Higher-order MRF with Belief Propagation. In IEEE Workshop on Learning in Computer Vision and Pattern Recognition, in conjunction with CVPR (LCVPR), Washington DC, June 2004.
Yong Wang, Shih-Fu Chang, Alexander C. Loui. Subjective Preference of Spatio-Temporal Rate in Video Adaptation Using Multi-Dimensional Scalable Coding. In IEEE International Conference On Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.
Cheng-Yu Wei, Nevenka Dimitrova, Shih-Fu Chang. Color-Mood Analysis of Films Based on Syntactic and Psychological Models. In IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.
Shahram Ebadollahi, Shih-Fu Chang, Henry Wu. Automatic View Recognition in Echocardiogram Videos using Parts-Based Representation. In IEEE Computer Vision and Pattern Recognition (CVPR), Washington DC, June 2004.
Qibin Sun, Shuiming Ye, Ching-Yung Lin, Shih-Fu Chang. A Crypto Signature Scheme for Image Authentication over Wireless Channel. In IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.
Ryoma Oami, Ana B. Benitez, Shih-Fu Chang, Nevenka Dimitrova. Understanding and Modeling User Interest in Consumer Videos. In IEEE International Conference On Multimedia & Expo (ICME), Taipei, Taiwan, June 2004.
Winston Hsu, Shih-Fu Chang. Generative, Discriminative, and Ensemble Learning on Multi-modal Perceptual Fusion toward News Video Story Segmentation. In IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, June 2004.
Tian-Tsong Ng, Shih-Fu Chang, Qibin Sun. Blind Detection of Photomontage Using Higher Order Statistics. In IEEE International Symposium on Circuits and Systems (ISCAS), Vancouver, Canada, May 2004.
Winston Hsu, Lyndon Kennedy, Chih-Wei Huang, Shih-Fu Chang, Ching-Yung Lin, Giridharan Iyengar. News Video Story Segmentation using Fusion of Multi-Level Multi-modal Features in TRECVID 2003. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Montreal, Canada, May 2004.
Yong Wang, Tian-Tsong Ng, Mihaela van der Schaar, Shih-Fu Chang. Predicting optimal operation of MC-3DSBC multi-dimensional scalable video coding using subjective quality measurement. In SPIE Video Communications and Image Processing (VCIP), San Jose, CA, January 2004.
Winston Hsu, Shih-Fu Chang, Chih-Wei Huang, Lyndon Kennedy, Ching-Yung Lin, Giridharan Iyengar. Discovery and Fusion of Salient Multi-modal Features towards News Story Segmentation. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology - SPIE Storage and Retrieval of Image/Video Database, San Jose, CA, January 2004.
Arnon Amir, Marco Berg, Shih-Fu Chang, Giridharan Iyengar, Ching-Yung Lin, Apostol Natsev, Chalapathy Neti, Harriet Nock, Milind Naphade, Winston Hsu, John R. Smith, Belle Tseng, Yi Wu, Dongqing Zhang. IBM Research TRECVID-2003 Video Retrieval System. In TRECVID 2003 Workshop, Gaithersburg, MD, November 2003.
Ana B. Benitez, Shih-Fu Chang. Extraction, Description and Application of Multimedia Using MPEG-7. In Asimolar Conference of Signals, Systems, and Computers, Invited Paper on Special Session on Document Image Processing, Monterey, CA, November 2003.
Shih-Fu Chang. Content-Based Video Summarization and Adaption for Ubiquitous Media Access. In IEEE International Conference on Image Analysis and Processing (ICIAP), Montavo, Italy, September 2003.
Ana B. Benitez, Shih-Fu Chang. Image Classification Using Multimedia Knowledge Networks. In IEEE International Conference on Image Processing (ICIP), Barcelona, Spain, September 2003.
Yong Wang, Jae-Gon Kim, Shih-Fu Chang. Content-based utility function prediction for real-time MPEG-4 transcoding. In IEEE International Conference on Image Processing (ICIP), Barcelona, Spain, September 2003.
Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Feature Selection for Unsupervised Discovery of Statistical Temporal Structures in Video. In IEEE International Conference on Image Processing (ICIP), Barcelona, Spain, September 2003.
Jae-Gon Kim, Yong Wang, S.F. Chang. Content-Adaptive Utility-Based Video Adaptation. In IEEE International Conference on Multimedia and Expo (ICME), Baltimore, Maryland, July 2003.
Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Unsupervised Discovery of Multilevel Statistical Video Structures Using Hierarchical Hidden Markov Models. In IEEE International Conference on Multimedia and Expo (ICME), Baltimore, MD, July 2003.
Winston Hsu, Shih-Fu Chang. A Statistical Framework for Fusing Mid-level Perceptual Features in News Story Segmentation. In IEEE International Conference on Multimedia & Expo (ICME), Baltimore, MD, July 2003.
Dongqing Zhang, Shih-Fu Chang. A Bayesian Framework for Fusing Multiple Word Knowledge Models in Videotext Recognition. In IEEE Computer Vision and Pattern Recognition (CVPR), Madison, Wisconsin, June 2003.
Dongqing Zhang, Shih-Fu Chang. Event Detection in Baseball Video Using Superimposed Caption Recognition. In ACM Multimedia, Jean Les Pins, France, December 2002.
Alejandro Jaimes, Shih-Fu Chang, Alexander C. Loui. Duplicate Detection in Consumer Photography and News Video. In ACM Multimedia, Juan Les Pines, France, December 2002.
Hari Sundaram, Lexing Xie, Shih-Fu Chang. A Utility Framework for the Automatic Generation of Audio-Visual Skims. In ACM Multimedia, Juan Les Pins, France, December 2002.
Qibin Sun, Shih-Fu Chang, Kurato Maeno, Masayuki Suto. A quantative semi-fragile JPEG2000 image authentication system. In IEEE International Conference on Image Processing (ICIP), Rochester, NY, September 2002.
Qibin Sun, Shih-Fu Chang. Semi-fragile image authentication using generic wavelet domain features and ECC. In IEEE International Conference on Image Processing (ICIP), Rochester, NY, September 2002.
Dongqing Zhang, Rajendran Kumar Rajendran, Shih-Fu Chang. General and Domain-Specific Techniques for Detecting and Recognizing Superimposed Text in Video. In IEEE International Conference on Image Processing (ICIP), Rochester, New York, September 2002.
Shahram Ebadollahi, Shih-Fu Chang, Henry Wu. Echocardiogram Videos: Summarization, Temporal Segmentation, and Browsing. In IEEE International Conference on Image Processing (ICIP), Rochester, New York, September 2002.
Shih-Fu Chang. Optimal Video Adaptation and Skimming Using a Utility-Based Framework. In Tyrrhenian International Workshop on Digital Communications (IWDC-2002), Capri Island, Italy, September 2002.
Ana B. Benitez, Shih-Fu Chang. Perceptual Knowledge Construction from Annotated Image Collections. In IEEE International Conference On Multimedia & Expo (ICME-2002), Lausanne, Switzerland, August 2002.
Ana B. Benitez, Shih-Fu Chang. Semantic Knowledge Construction from Annotated Image Collections. In IEEE International Conference On Multimedia & Expo (ICME-2002), Lausanne, Switzerland, August 2002.
Ana B. Benitez, Shih-Fu Chang. Multimedia Knowledge Integration, Summarization and Evaluation. In International Workshop On Multimedia Data Mining in conjuction with the International Conference on Knowledge Discovery & Data Mining (MDM/KDD-2002), Edmonton, Alberta, Canada, July 2002.
Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Structure Analysis of Soccer Video with Hidden Markov Models. In IEEE Interational Conference on Acoustic, Speech and Signal Processing (ICASSP-2002), Orlando, FL, May 2002.
Rajendran Kumar Rajendran, Mihaela van der Schaar, Shih-Fu Chang. FGS+: Optimizing the Joint Spatio-Temporal Video Quality in MPEG-4 Fine Grained Scalable Coding. In IEEE International Symposium on Circuits and Systems (ISCAS 2002), Phoenix, Arizona, May 2002.
Qibin Sun, Shih-Fu Chang, Kurato Maeno, Masayuki Suto. A new semi-fragile image authentication framework combining ECC and PKI. In IEEE International Symposium on Circuits and Systems (ISCAS'02), Special Session on Multimedia Watermarking (Invited paper), Phoenix, USA, March 2002.
Kurato Maeno, Qibin Sun, Shih-Fu Chang, Masayuki Suto. New semi-fragile imahe authentication watermarking techniques using random bias and non-uniform quantization. In SPIE Electronic Imaging, San Jose, CA, January 2002.
Shih-Fu Chang, Di Zhong Zhong, Raj Kumar. Real-Time Content-Based Adaptive Streaming of Sports Videos. Pages 139-146, 2001.
K.R. McKeown, S.F. Chang, J. Cimino, S. Feiner, C. Friedman, L. Gravano, V. Hatzivassiloglou, S. Johnson, D.A. Jordan, J. Klavans, others. PERSIVAL, a system for personalized search and summarization over multimedia healthcare information. Pages 331-340, 2001.
Hari Sundaram, Shih-Fu Chang. Constrained Utility Maximization for generating Visual Skims. In IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'2001), Kauai, HI, December 2001.
Di Zhong, Rajendran Kumar, Shih-Fu Chang. Real-Time Personalized Sports Video Filtering and Summarization. In ACM Multimedia, Ottawa, Ontario, Canada, November 2001.
Ching-Yung Lin, Shih-Fu Chang. Zero-Error Information Hiding Capacity of Digital Images. In IEEE International Conference on Image Processing (ICIP), Athen, Greece, October 2001.
Di Zhong, Shih-Fu Chang. Long-Term Moving Object Segmentation and Tracking Using Spatio-Temporal Consistency. In IEEE International Conference on Image Processing (ICIP), Athen, Greece, October 2001.
William Chen, Shih-Fu Chang. viSMAP: An Interactive Image/Video Retrieval System Using Visualization and Concept Maps. In IEEE International Conference on Image Processing (ICIP), Athen, Greece, October 2001.
Ana B. Benitez, Shih-Fu Chang, John R. Smith. IMKA: A Multimedia Organization System Combining Perceptual and Semantic Knowledge. In ACM Multimedia, Ottawa, Cananda, October 2001.
Ching-Yung Lin, Shih-Fu Chang. SARI: Self-Authentication-and-Recovery Image Watermarking System. In ACM Multimedia, Ottawa, Canada, October 2001.
Ana B. Benitez, Di Zhong, Shih-Fu Chang, John R. Smith. MPEG-7 MDS Content Description Tools and Applications. In International Conference on Computer Analysis of Images and Patterns (ICAIP), Warsaw, Poland, September 2001.
Peng Xu, Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Anthony Vetro, Huifang Sun. Algorithms and Systems for Segmentation and Structure Analysis in Soccer Video. In IEEE International Conference on Multimedia and Expo (ICME), Tokyo, Japan, August 2001.
Di Zhong, Shih-Fu Chang. Structure Analysis of Sports Video Using Domain Models. In IEEE International Conference on Multimedia and Expo (ICME), Tokyo, Japan, August 2001.
Ching-Yung Lin, Daby Sow, Shih-Fu Chang. Using Self-Authentication-and-Recovery Images for Error Concealment in Wireless Environments. In SPIE ITCom/OptiComm, Volume 4518, Denver, CO, August 2001.
Hari Sundaram, Shih-Fu Chang. Condensing Computable Scenes using Visual Complexity and Film Syntax Analysis. In IEEE International Conference on Multimedia and Expo (ICME), Tokyo, Japan, August 2001.
Alejandro Jaimes, Jeff Pelz, Tim Grabowski, Jason Babcock, Shih-Fu Chang. Using Human Observers' Eye Movements in Automatic Image Classifiers. In IS&T/SPIE Human Vision and Electronic Imaging, San Jose, CA, January 2001.
Alejandro Jaimes, Ana B. Benitez, Corinne Jorgensen, Shih-Fu Chang. Experiments in Indexing Multimedia Data at Multiple Levels. In ASIS SIG Classification Research Workshop, Idea Mart: Classification for User Support and Learning, Chicago, IL, November 2000.
Ana B. Benitez, John R. Smith, Shih-Fu Chang. MediaNet: A Multimedia Information Network for Knowledge Representation. In SPIE Conference on Internet Multimedia Management Systems (IS&T/SPIE), Volume 4210, Boston, MA, November 2000.
Hari Sundaram, Shih-Fu Chang. Determining Computable Scenes in Films and their Structures using Audio Visual Memory Models. In ACM Multimedia, Los Angeles, CA, October 2000.
Seungyup Paek, Shih-Fu Chang. Experiments in Constructing Belief Networks for Image Classification Systems. In invited paper to IEEE International Conference on Image Processing (ICIP-2000), Vancouver, British Columbia, Canada, September 2000.
Seungyup Paek, Shih-Fu Chang. A Knowledge Engineering Approach for Image Classification Based on Probabilistic Reasoning Systems. In IEEE International Conference on Multimedia and Expo. (ICME-2000), New York, NY, August 2000.
Rajendran Kumar, Shih-Fu Chang. Image Retrieval with Sketches and Compositions. In IEEE International Conference on Multimedia and Expo (ICME), New York, July 2000.
Shih-Fu Chang, Hari Sundaram. Structural and Semantic Analysis of Video. In IEEE International Conference on Multimedia and Expo (ICME), New York, NY, July 2000.
Hari Sundaram, Shih-Fu Chang. Video Scene Segmentation using Audio and Video Features. In IEEE International Conference on Multimedia and Expo (ICME), New York, NY, July 2000.
Ana B. Benitez, Shih-Fu Chang. Validation Experiments on Structural, Conceptual, Collection, and Access Description Schemes for MPEG-7. In Digest of the IEEE 2000 International Conference on Consumer Electronics (ICCE-2000), Invited Paper on Special Session on MPEG-7, Los Angeles, CA, June 2000.
Hari Sundaram, Shih-Fu Chang. Audio Scene Segmentation using Multiple Models, Features and Time Scales. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Istanbul, Turkey, June 2000.
Shih-Fu Chang, Paul Bocheck. Principles and Applications of Content-Aware Video Communication. In Invited Paper in IEEE International Symposium on Circuits and Systems (ISCAS-2000), Geneva, Switzerland, May 2000.
William Chen, Shih-Fu Chang. Motion Trajectory Matching of Video Objects. In SPIE/IS&T Storage and Retrieval for Media Databases, San Jose, CA, January 2000.
Alejandro Jaimes, Shih-Fu Chang. Integrating Multiple Classifiers in Visual Object Detectors Learned from User Input. In Invited Paper, Session on Image and Video Databases, 4th Asian Conference on Computer Vision (ACCV 2000), Taipei, Taiwan, January 2000.
Alejandro Jaimes, Shih-Fu Chang. Automatic Selection of Visual Features and Classifiers. In IS&T/SPIE Storage and Retrieval for Media Databases, San Jose, CA, January 2000.
Alejandro Jaimes, Shih-Fu Chang. A Conceptual Framework for Indexing Visual Information at Multiple Levels. In IS&T/SPIE Internet Imaging, San Jose, CA, January 2000.
Ching-Yung Lin, Shih-Fu Chang. Semi-Fragile Watermarking for Authenticating JPEG Visual Content. In SPIE Security and Watermarking of Multimedia Contents II, EI '00, San Jose, CA, January 2000.
Ching-Yung Lin, Shih-Fu Chang. Distortion Modeling and Invariant Extraction for Digital Image Print-and-Scan Process. In International Symposium on Multimedia Information Processing (ISMIP), Taipei, Taiwan, December 1999.
Di Zhong, Shih-Fu Chang. Region Feature Based Similarity Searching of Semantic Video Objects. In IEEE International Conference on Image Processing (ICIP'99), Kobe, Japan, October 1999.
Di Zhong, Shih-Fu Chang, John R. Smith. Differential Compression and Optimal Caching Methods for Content-Based Image Search Systems. In SPIE Multimedia Storage and Archiving Systems IV, Boston, MA, September 1999.
Hualu Wang, Harold S. Stone, Shih-Fu Chang. FaceTrack: Tracking and Summarizing Faces from Compressed Video. In SPIE Multimedia Storage and Archiving Systems IV, Boston, MA, September 1999.
Seungyup Paek, Carl L. Sable, Vasileios Hatzivassiloglou, Alejandro Jaimes, Barry H. Schiffman, Shih-Fu Chang, Kathleen R. McKeown. Integration of Visual and Text Based Approaches for the Content Labeling and Classification of Photographs. In ACM SIGIR'99 Workshop on Multimedia Indexing and Retrieval, Berkeley, CA, August 1999.
Paul Bocheck, Andrew T. Campbell, Shih-Fu Chang, Raymond R.-F. Liao. Content-Aware Network Adaptation for MPEG-4. In ACM International Workshop on Network and Operating Systems Support for Digital Audio and Video, New Jersey, USA, June 1999.
Paul Bocheck, Yasuyuki Nakajima, Shih-Fu Chang. Real-time Estimation of Subjective Utility Functions for MPEG-4 Video Objects. In Packet Video (PV), New York, April 1999.
Gustavo de los Reyes, Amy R. Reibman, Shih-Fu Chang. A Corruption Model for Motion Compensated Video Subject to Bit Errors. In Packet Video '99, New York, NY, April 1999.
Alejandro Jaimes, Shih-Fu Chang. Model-Based Classification of Visual Information for Content-Based Retrieval. In IS&T/SPIE Storage and Retrieval for Image and Video Databases VII, San Jose, CA, January 1999.
Hari Sundaram, Shih-Fu Chang. Efficient Video Sequence Retrieval in Large Repositories. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'99) - Visual Communications and Image Processing (VCIP), San Jose, CA, January 1999.
Ching-Yung Lin, Shih-Fu Chang. Issues and Solutions for Authenticating MPEG Video. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'99) - SPIE Security and Watermarking of Multimedia Contents, San Jose, CA, January 1999.
Seungyup Paek, Ana B. Benitez, Shih-Fu Chang. Self-Describing Schemes for Interoperable MPEG-7 Multimedia Content Descriptions. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'99) - Visual Communications and Image Processing (VCIP), San Jose, CA, January 1999.
Gustavo de los Reyes, Amy R. Reibman, Justin C. Chuang, Shih-Fu Chang. Video Transcoding for Resilience in Wireless Channels. In IEEE Internation Conference on Image Processing (ICIP), Chicago, IL, October 1998.
Shih-Fu Chang, William Chen, Hari Sundaram. Semantic Visual Templates: Linking Visual Features to Semantics. In IEEE International Conference on Image Processing (ICIP), Chicago, IL, October 1998.
Horace Jianhao Meng, Shih-Fu Chang. Embedding Visible Watermark in Compressed Video Stream. In IEEE International Conference on Image Processing (ICIP), Chicago, IL, October 1998.
Di Zhong, Shih-Fu Chang. AMOS: An Active System for MPEG-4 Video Object Segmentation. In IEEE International Conference on Image Processing (ICIP), Chicago, IL, October 1998.
Ching-Yung Lin, Shih-Fu Chang. Generating Robust Digital Signature for Image/Video Authentication. In Multimedia and Security Workshop at ACM Multimedia, Bristol, UK, September 1998.
Paul Bocheck, Shih-Fu Chang. Content-Based Dynamic Resource Allocation for VBR Video in Bandwidth Limited Networks. In IEEE/IFIP International Workshop on Quality of Service (IWQoS'98), Napa, CA, May 1998.
Ching-Yung Lin, Shih-Fu Chang. A Robust Image Authentication Method Surviving JPEG Lossy Compression. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'98) - SPIE Storage and Retrieval of Image/Video Database, San Jose, CA, January 1998.
Mandis Beigi, Ana B. Benitez, Shih-Fu Chang. MetaSEEk: A Content-Based Meta-Search Engine for Images. In SPIE Conference on Storage and Retrieval for Image and Video Databases VI (IST/SPIE-1998), Volume 3312, San Jose, CA, January 1998.
Shih-Fu Chang, William Chen, Horace Jianhao Meng, Hari Sundaram, Di Zhong. VideoQ: An Automatic Content-Based Video Search System Using Visual Cues. In ACM Multimedia, Seattle, WA, November 1997.
Horace Jianhao Meng, Shih-Fu Chang. CVEPS: A Compressed Video Editing and Parsing System. In ACM Multimedia, Boston, MA, November 1997.
John R. Smith, Shih-Fu Chang. Joint Adaptive Space and Frequency Basis Selection. In IEEE International Conference on Image Processing (ICIP), Santa Barbara, CA, October 1997.
Di Zhong, Shih-Fu Chang. Spatio-Temporal Video Search Using the Object Based Video Representation. In IEEE International Conference on Image Processing (ICIP), Santa Barbara, CA, October 1997.
Javier Zamora, Dimitris Anastassiou, Shih-Fu Chang, Koichi Shibata. Subjective Quality of Service Performance of Video-on-Demand under Extreme ATM Impairment Conditions. In International Workshop on Audio-Visual Services over Packet Networks (AVSPN), Pages 5-10, Aberdeen, United Kingdom, September 1997.
John R. Smith, Shih-Fu Chang. Multi-stage Classification of Images from Features and Related Text. In 4th Europe EDLOS Workshop, San Miniato, Italy, August 1997.
Di Zhong, Shih-Fu Chang. Video Object Model and Segmentation for Content-Based Video Indexing. In IEEE International Symposium on Circuits and Systems (ISCAS'97), Special Session on Networked Multimedia Technology and Application, Hong Kong, June 1997.
John R. Smith, Shih-Fu Chang. An Image and Video Search Engine for the World-Wide Web. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'97) - Storage and Retrieval for Image and Video Databases V, San Jose, CA, February 1997.
John R. Smith, Shih-Fu Chang. VisualSEEk: a Fully Automated Content-Based Image Query System. In ACM Multimedia, Boston, MA, November 1996.
Hualu Wang, Shih-Fu Chang. Automatic Face Region Detection in MPEG Video Sequences. In SPIE's Photonics China '96 - Electronic Imaging and Multimedia Systems, Beijing, China, November 1996.
Pankaj Batra, Shih-Fu Chang. Content Based Video Transmission Over Wireless Channels. In 3rd International Workshop on Mobile Multimedia Communications (MoMuC-3), Princeton, NJ, September 1996.
Paul Bocheck, Shih-Fu Chang. A Content Based Video Traffic Modeling Using Camera Operations. In IEEE International Conference on Image Processing (ICIP), Lausanne, Switzerland, September 1996.
Seungyup Paek, Shih-Fu Chang. Video Server Retrieval Scheduling for Variable Bit Rate Scalable Video. In IEEE 3rd International Conference on Multimedia Computing and Systems (ICMCS), Hiroshima, Japan, June 1996.
John R. Smith, Shih-Fu Chang. Automated Binary Texture Feature Sets for Image Retrieval. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'96), Atlanta, GA, May 1996.
Horace Jianhao Meng, Shih-Fu Chang. Buffer Control Techniques for Compressed-Domain Video Editing. In IEEE International Symposium on Circuits and Systems (ISCAS'96), Atlanta, GA, May 1996.
Paul Bocheck, Shih-Fu Chang. A Content Based Approach to VBR Video Source Modeling. In 6th International Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV'96), Zushi, Japan, April 1996.
Shih-Fu Chang, John R. Smith, Horace Jianhao Meng. Efficient Techniques for Feature-Based Image/Video Access and Manipulation. In 33rd Annual Clinic on Library Applications of Data Processing - Digital Image Access and Retrieval (Invited Paper), University of Illinois at Urbana-Champaign, IL, March 1996.
Hualu Wang, Shih-Fu Chang. Adaptive Image Matching in the Subband Domain. In SPIE Symposium on Visual Communications and Image Processing (VCIP'96), Orlando, FL, March 1996.
Di Zhong, HongJiang Zhang, Shih-Fu Chang. Clustering Methods for Video Browsing and Annotation. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'96) - Storage and Retrieval for Image and Video Database, San Jose, CA, February 1996.
John R. Smith, Shih-Fu Chang. Tools and Techniques for Color Image Retrieval. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'96) - Storage and Retrieval for Image and Video Databases IV, Volume 2670, San Jose, CA, February 1996.
Horace Jianhao Meng, Shih-Fu Chang. Tools for Compressed-Domain Video Indexing and Editing. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'96) - Storage & Retrieval for Image and Video Databases IV, Volume 2670, San Jose, CA, February 1996.
John R. Smith, Shih-Fu Chang. Space Adaptive Wavelet Packet Image Compression. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'96) - Still Image Compression 1996, Volume 2669, San Jose, CA, January 1996.
John R. Smith, Shih-Fu Chang. Single Color Extraction and Image Query. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995.
Shih-Fu Chang. Compressed-Domain Techniques for Image/Video Indexing and Manipulation. In IEEE International Conference on Image Processing (ICIP), Special Session on Digital Image/Video Libraries and Video-On Demand, Washington, DC, October 1995.
Shih-Fu Chang. Compressed-Domain Content-Based Image and Video Retrieval. In Symposium on Multimedia Communications and Video Coding, Polytechnic University, New York, NY, October 1995.
Shih-Fu Chang, John R. Smith. Extracting Multi-Dimensional Signal Features for Content-Based Visual Query. In Proceedings, SPIE Symposium on Visual Communications and Image Processing (VCIP'95), Taipei, Taiwan, May 1995.
John R. Smith, Shih-Fu Chang. Frequency and Spatially Adaptive Wavelet Packets. In IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP'95), Detroit, MI, May 1995.
Shih-Fu Chang. Some New Algorithms for Processing Images in the Transform Compressed Domain. In SPIE Symposium on Visual Communications and Image Processing (VCIP'95), Taipei, Taiwan, May 1995.
Seungyup Paek, Paul Bocheck, Shih-Fu Chang. Scalable MPEG2 Video Servers with Heterogeneous QoS on Parallel Disk Arrays. In 5th IEEE Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV '95), Durham, NH, April 1995.
Horace Jianhao Meng, Yujen Juan, Shih-Fu Chang. Scene Change Detection in a MPEG Compressed Video Sequence. In IS&T/SPIE Symposium on Electronic Imaging: Science & Technology (EI'95) - Digital Video Compression: Algorithms and Technologies, San Jose, CA, February 1995.
John R. Smith, Shih-Fu Chang. Transform Features for Texture Classification and Discrimination in Large Image Databases. In IEEE International Conference on Image Processing (ICIP), Austin, TX, November 1994.
John R. Smith, Shih-Fu Chang. Quad-Tree Segmentation for Texture-Based Image Query. In ACM Multimedia, San Francisco, CA, October 1994.
Shih-Fu Chang, Dimitris Anastassiou, Alexandros Eleftheriadis, Horace Jianhao Meng, Seungyup Paek, Sassan Pejhan, John R. Smith. Development of Advanced Image/Video Servers in the Video on Demand Testbed. In IEEE Visual Signal Processing and Communications Workshop, New Brunswick, NJ, September 1994.
Paul Bocheck, Henry Meadows, Shih-Fu Chang. Disk Partitioning Technique for Reducing Multimedia Access Delay. In IASTED/ISMM International Conference on Distributed Multimedia Systems and Applications, Honolulu, HI, August 1994.
Shih-Fu Chang, Alexandros Eleftheriadis. Error Accumulation of Repetitive Image Coding. In IEEE International Symposium on Circuits and Systems (ISCAS'94), London, England, May 1994.
Shih-Fu Chang, David G. Messerschmitt. Transform Coding of Arbitrarily-Shaped Image Segments. In 1st ACM Multimedia (Best Student Paper Award), Anaheim, CA, August 1993.
Shih-Fu Chang, David G. Messerschmitt. A New Approach to Decode and Composite Motion Compensated DCT-Based Image Segments. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'93), Minneapolis, Minnesota, April 1993.
Alejandro Jaimes, Ana B. Benitez, Shih-Fu Chang, Alexander C. Loui. Discovering Recurrent Visual Semantics in Consumer Photographs. In IEEE International Conference on Image Processing (ICIP), Invited Paper on Special Session on Semantic Feature Extraction in Consumer Contents, Vancouver, Canada, September 0.

Technical Reports

Jun Wang, Shih-Fu Chang. Columbia TAG System - Transductive Annotation by Graph Version 1.0. ADVENT Technical Report #225-2008-3 Columbia University, October 2008.
Akira Yanagawa, C. Alexander C. Loui, Jiebo Luo, Shih-Fu Chang, Dan Ellis, Wei Jiang, Lyndon Kennedy, Keansub Lee. Kodak consumer video benckmark data set: concept definition and annotation. Research Report Kodak and Columbia University, September 2008.
Yu-Gang Jiang, Akira Yanagawa, Shih-Fu Chang, Chong-Wah Ngo. CU-VIREO374: Fusing Columbia374 and VIREO374 for Large Scale Semantic Concept Detection. ADVENT Technical Report #223-2008-1 Columbia University, August 2008.
Akira Yanagawa, Shih-Fu Chang, Lyndon Kennedy, Winston Hsu. Columbia University's Baseline Detectors for 374 LSCOM Semantic Visual Concepts. ADVENT Technical Report #222-2006-8 Columbia University, March 2007.
Barry Rafkind, Shih-Fu Chang. Angular Radial Edge Histogram. ADVENT Technical Report #218-2006-4 Columbia University, November 2006.
Akira Yanagawa, Winston Hsu, Shih-Fu Chang. Brief Descriptions of Visual Features for Baseline TRECVID Concept Detectors. ADVENT Technical Report #219-2006-5 Columbia University, July 2006.
Yong Wang, Shih-Fu Chang. Complexity Adaptive Motion Estimation and Mode Decision for H.264 Decoding. Columbia University ADVENT Technical Report #211-2005-5 Columbia University, 2005.
Yong Wang, Lexing Xie, Shih-Fu Chang. VisGenie: a Generic Video Visualization System. Columbia University ADVENT Technical Report #210-2005-4 Columbia University, 2005.
Winston Hsu, Lyndon Kennedy, Shih-Fu Chang, Martin Franz, John R. Smith. COLUMBIA-IBM NEWS VIDEO STORY SEGMENTATION IN TRECVID 2004. ADVENT Technical Report #207-2005-3 Columbia Universiry, 2005.
Akira Yanagawa, Winston Hsu, Shih-Fu Chang. Anchor Shot Detection in TRECVID-2005 Broadcast News Videos. ADVENT Technical Report #213-2005-7 Columbia University, December 2005.
Dongqing Zhang, Shih-Fu Chang. Learning Random Attributed Relational Graph for Part-based Object Detection. ADVENT Technical Report #212-2005-6 Columbia University, May 2005.
Tian-Tsong Ng, Shih-Fu Chang, Yu-Feng Hsu, Martin Pepeljugoski. Columbia Photographic Images and Photorealistic Computer Graphics Dataset. ADVENT Technical Report #205-2004-5 Columbia University, February 2005.
Yong Wang, Shih-Fu Chang, Alexander C. Loui. Content-Based Prediction of Optimal Video Adaptation Operations Using Subjective Quality Evaluation. Columbia University ADVENT Technical Report #202-2004-2 Columbia University, 2004.
Tian-Tsong Ng, Shih-Fu Chang. Classifying Photographic and Photorealistic Computer Graphic Images using Natural Image Statistics. ADVENT Technical Report #220-2006-6 Columbia University, October 2004.
Dong-Qing Zhang, Shih-Fu Chang. Stochastic Attributed Relational Graph Matching for Image Near-Duplicate Detection. Columbia University ADVENT Technical Report #206-2004-6 Columbia University, October 2004.
Masami Mizutani, Shahram Ebadollahi, Shih-Fu Chang. Commercial Detection in Heterogeneous Video Streams Using Fused multi-Modal and Temporal Features. Columbia University ADVENT Technical Report #204-2004-4 Columbia University, September 2004.
Tian-Tsong Ng, Shih-Fu Chang. Blind Detection of Digital Photomontage using Higher Order Statistics. ADVENT Technical Report #201-2004-1 Columbia University, June 2004.
Tian-Tsong Ng, Shih-Fu Chang. A Data Set of Authentic and Spliced Image Blocks. ADVENT Technical Report #203-2004-3 Columbia University, June 2004.
Yong Wang, Jae-Gon Kim, Shih-Fu Chang. MPEG-4 Real Time FD-CD Transcoding. Columbia University ADVENT Technical Report #208-2005-2 Columbia University, 2003.
Ana B. Benitez, Shih-Fu Chang. Organization and Browsing of Annotated Images Using Multiresolution Knowledge Networks. ADVENT Technical Report #007 Columbia University, 2003.
Chih-Wei Huang, Winston Hsu, Shih-Fu Chang. Automatic Closed Caption Alignment Based on Speech Recognition Transcripts. ADVENT Technical Report #005 Columbia University, December 2003.
Dongqing Zhang, Shih-Fu Chang. Accurate Overlay Text Extraction for Digital Video Analysis. ADVENT Technical Report #005 Columbia University, 2002.
Lexing Xie, Shih-Fu Chang, Ajay Divakaran, Huifang Sun. Learning Hierarchical Hidden Markov Models for Video Structure Discovery. Advent Technical Report Columbia University, December 2002.
Lexing Xie, Kurato Maeno, Qibin Sun, Ching-Yung Lin, Shih-Fu Chang. Benchmarking for SARI Image Authentication System. ADVENT Technical Report, Nov. 2002 Columbia University, November 2002.
Ana B. Benitez, Shih-Fu Chang. Perceptual Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #001 Columbia University, August 2002.
Ana B. Benitez, Shih-Fu Chang. Semantic Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #002, 2002 Columbia University, August 2002.
Ana B. Benitez, Shih-Fu Chang. Multimedia Knowledge Integration, Summarization and Evaluation. ADVENT Technical Report #003 Columbia University, July 2002.
Shih-Fu Chang, Di Zhong, Rajendran Kumar. Real-Time Content-Based Adaptive Streaming of Sports Video. ADVENT Technical Report #121 Columbia University, July 2001.
Peng Xu, Shih-Fu Chang, Ajay Divakaran, Anthony Vetro, Huifang Sun. Algorithms and System for High-Level Structure Analysis and Event Detection in Soccer Video. Columbia University ADVENT Technical Report #111 Columbia University, June 2001.
Di Zhong, Shih-Fu Chang. Video Shot Detection Combining Multiple Visual Features. ADVENT Technical Report #092 Columbia University, December 2000.
Di Zhong, Shih-Fu Chang. Structure Parsing and Event Detection for Sports Video. ADVENT Technical Report #091 Columbia University, December 2000.
Paul Bocheck, Shih-Fu Chang. Content Based Video Traffic Modeling and its Application to Dynamic Network Resource Allocation. CU/CTR Technical Report 486-98-20 Columbia University, 1998.
Seungyup Paek, Shih-Fu Chang. Video Server Retrieval Scheduling and Resource Reservation for Variable Bit Rate Scalable Video. Technical Report CU/CTR/TR 470-97-04 Columbia University, 1997.
Ching-Yung Lin, Shih-Fu Chang. A Robust Image Authentication Method Distinguishing JPEG Compression from Malicious Manipulation. CU/CTR Technical Report 486-97-19 Columbia University, December 1997.
John R. Smith, Shih-Fu Chang. Searching for Images and Videos on the World-Wide Web. CU/CTR Technical Report #459-96-25 Columbia University, 1996.
Javier Zamora, Stephen Jacobs, Alexandros Eleftheriadis, Shih-Fu Chang, Dimitris Anastassiou. A Practical Methodology for Guaranteeing Quality of Service for Video-on-Demand. CU/CTR Technical Report 447-96-13 Columbia University, April 1996.
Shih-Fu Chang, John R. Smith, Hualu Wang. Automatic Feature Extraction and Indexing for Content-Based Visual Query. CU/CTR Technical Report 408-95-14 Columbia University, 1995.
Hualu Wang, Shih-Fu Chang. Adaptive Image Matching in the Subband Domain. CU/CTR Technical Report 422-95-28 Columbia University, 1995.

Thesis

Shih-Fu Chang. Compositing and Manipulation of Video Signals for Multimedia Network Video Services. PhD Thesis Dept. of EECS, U.C. Berkeley, August 1993.

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