Publications of Shih-Fu Chang

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Journals

  1. David C Jangraw, Jun Wang, Brent J Lance, Shih-Fu Chang. Neurally and Ocularly Informed Graph-based Models for Searching 3D Environments. Journal of Neural Engineering, August 2014. details
  2. Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang. Mixed Image-keyword Query Adaptive Hashing over Multilabel Images. ACM Trans. Multimedia Comput. Commun. Appl, 10(2):22-22, February 2014. details
  3. Yu-Gang Jiang, Jun Wang, Xiangyang Xue, Shih-Fu Chang. Query-Adaptive Image Search with Hash Codes. IEEE Transactions on Multimedia, 15(2):442-453, 2013. details
  4. Yu-Gang Jiang, Subhabrata Bhattacharya, Shih-Fu Chang, Mubarak Shah. High-Level Event Recognition in Unconstrained Videos. International Journal of Multimedia Information Retrieval, 2(2):73-101, 2013. details
  5. Shih-Fu Chang. How Far We've Come: Impact of 20 Years of Multimedia Information Retrieval. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 9, October 2013. details
  6. Jun Wang, Tony Jebara, Shih-Fu Chang. Semi-Supervised Learning Using Greedy Max-Cut. Journal of Machine Learning Research, 14:729-758, March 2013. details
  7. Wei Liu, Jun Wang, Shih-Fu Chang. Robust and Scalable Graph-Based Semisupervised Learning. Proceedings of the IEEE, 2012. details
  8. Anna Choromanska, Shih-Fu Chang, Rafael Yuste. Automatic reconstruction of neural morphologies with multi-scale graph-based tracking. Frontiers in Neural Circuits, 6, 2012. details
  9. Yu-Gang Jiang, Qi Dai, Jun Wang, Chong-Wah Ngo, Xiangyang Xue, Shih-Fu Chang. Fast Semantic Diffusion for Large Scale Context-Based Image and Video Annotation. IEEE Transactions on Image Processing, 21:3080-3091, 2012. details
  10. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Semi-Supervised Hashing for Large Scale Search. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2012. details
  11. Ed Chang, Shih-Fu Chang, Alex Hauptmann, Thomas Huang, Malcolm Slaney. Web-Scale Multimedia Processing and Applications. Proceedings of the IEEE, September 2012. details
  12. Namwon Kim, Zhenguo Li, Cedric Hurth, Frederic Zenhausern, Shih-Fu Chang, Daniel Attinger. Identification of fluid and substrate chemistry based on automatic pattern recognition of stains. Analytical Methods, January 2012. details
  13. M. S. Beigi, S.-F. Chang, S. Ebadollahi, D. C. Verma. Anomaly detection in information streams without prior domain knowledge. IBM Journal of Research and Development, 55, 2011. details
  14. Eric A Pohlmeyer, Jun Wang, David C Jangraw, Bin Lou, Shih-Fu Chang, Paul Sajda. Closing the loop in cortically-coupled computer vision: a brain-computer interface for searching image databases. Journal of Neural Engineering, 8, 2011. details
  15. Yu-Gang Jiang, Zhenguo Li, Shih-Fu Chang. Modeling Scene and Object Contexts for Human Action Retrieval with Few Examples. IEEE Transactions on Circuits and Systems for Video Technology, 21:674-681, May 2011. details
  16. Dong Xu, Tat Jen Cham, Shuicheng Yan, Lixin Duan, Shih-Fu Chang. Near Duplicate Identification With Spatially Aligned Pyramid Matching. IEEE Transactions on Circuits and Systems for Video Technology, 20:1068-1079, 2010. details
  17. Yu-Feng Hsu, Shih-Fu Chang. Camera Response Functions for Image Forensics: An Automatic Algorithm for Splicing Detection. Information Forensics and Security, IEEE Transactions on, 5(4):816-825, 2010. details
  18. Steven C.H. Hoi, Wei Liu, Shih-Fu Chang. Semi-Supervised Distance Metric Learning for Collaborative Image Retrieval and Clustering. ACM Transactions on Multimedia Computing, Communications and Applications, 6(3):1-26, 2010. details
  19. Wei Jiang, Courtenay Cotton, Shih-Fu Chang, Dan Ellis, Alexander C. Loui. Audio-Visual Atoms for Generic Video Concept Classification. ACM Transactions on Multimedia Computing, Communications and Applications, 6(3):1-19, 2010. details
  20. 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. details
  21. Tian-Tsong Ng, Shih-Fu Chang. Identifying and Prefiltering Images. IEEE Signal Processing Magazine, 26(2), 2009. details
  22. 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. details
  23. L. Kennedy, S.F. Chang, A. Natsev. Query-Adaptive Fusion for Multimodal Search. Proceedings of the IEEE, 96(4):567-588, 2008. details
  24. 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. details
  25. 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. details
  26. 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. details
  27. 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. details
  28. Winston H. Hsu, Lyndon Kennedy, Shih-Fu Chang. Reranking Methods for Visual Search. IEEE Multimedia Magazine, 13(3), 2007. details
  29. 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. details
  30. 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. details
  31. 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. details
  32. 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. details
  33. 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. details
  34. 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. details
  35. 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. details
  36. 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. details
  37. 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. details
  38. Ana B. Benitez, Shih-Fu Chang. Automatic Multimedia Knowledge Discovery, Summarization and Evaluation. IEEE Transactions on Multimedia, 2003 (submitted), 2003. details
  39. 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. details
  40. Hari Sundaram, Shih-Fu Chang. Computable Scenes and Structures in Films. IEEE Transactions on Multimedia, 4(4):482-491, December 2002. details
  41. Shih-Fu Chang. The Holy Grail of Content-Based Media Analysis. IEEE Multimedia Magazine, 9(2):6-10, April 2002. details
  42. 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. details
  43. 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. details
  44. 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. details
  45. 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. details
  46. 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. details
  47. 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. details
  48. 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. details
  49. 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. details
  50. 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. details
  51. 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. details
  52. 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. details
  53. 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. details
  54. 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. details
  55. 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. details
  56. 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. details
  57. 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. details
  58. 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. details
  59. 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. details
  60. John R. Smith, Shih-Fu Chang. Visually Searching the Web for Content. IEEE Multimedia, 4(3):12-20, July 1997. details
  61. 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. details
  62. Shih-Fu Chang. Exploring Functionalities in the Image/Video Compressed Domain. ACM Computing Surveys, 27(4):573-575, December 1995. details
  63. 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. details
  64. 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. details
  65. Dong Xu, Tat Jen Cham, Shuicheng Yan, Lixin Duan, Shih-Fu Chang. Near Duplicate Identification with Spatially Aligned Pyramid Matching. IEEE Transactions on Circuits and Systems for Video Technology, 20(8):1068-1079, 0. details

Book Chapters

  1. Tian-Tsong Ng, Shih-Fu Chang. Discrimination of Computer Synthesized or Recaptured Images from Real Images. In Digital Image Forensics, pp. 275-309, Springer, 2012. details
  2. Wei Jiang, Alexander Loui, Shih-Fu Chang. Cross-domain learning for semantic concept detection. In TV Content Analysis: Techniques and Applications (CRC Press), Taylor & Francis, 2011. details
  3. Paul Sajda, Eric Pohlmeyer, Jun Wang, Barbara Hanna, Lucas C. Parra, Shih-Fu Chang. Cortically-Coupled Computer Vision. In Brain-Computer Interfaces: Applying our Minds to Human-Computer Interaction, Desney S. Tan, Anton Nijholt (eds.), Elsevier, 2010. details
  4. Lyndon Kennedy, Shih-Fu Chang. Visual Ontology Construction and Concept Detection for Multimedia Indexing and Retrieval. In Semantic Computing, Heather Yu, C. V. Ramamoorthy, Arvind K. Joshi, Phillip C.-Y. Sheu, Lotfi A. Zadeh (eds.), IEEE and John Wiley & Sons, 2010. details
  5. 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. details
  6. 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. details
  7. 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. details
  8. 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. details
  9. 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. details

Conferences

  1. Wei Liu, Cun Mu, Sanjiv Kumar, Shih-Fu Chang. Discrete Graph Hashing. In Advances in Neural Information Processing Systems (NIPS) (spotlight oral, 4.89% acceptance rate), 2014. details
  2. Maja Rudolph, San Gultekin, Paisley John, Shih-Fu Chang. Probabilistic Canonical Tensor Decomposition for Predicting User Preference. In Personalization: Methods and Applications Workshop, Conference on Neural Information Processing Systems, 2014. details
  3. Jiawei Chen, Yin Cui, Guangnan Ye, Dong Liu, Shih-Fu Chang. Event-Driven Semantic Concept Discovery by Exploiting Weakly Tagged Internet Images. In ACM International Conference on Multimedia Retrieval (ICMR), full paper (oral), 2014. details
  4. Joseph G Ellis, Brendan Jou, Shih-Fu Chang. Why We Watch the News: A Dataset for Exploring Sentiment in Broadcast Video News. In ACM International Conference on Multimodal Interaction (ICMI), November 2014. details
  5. Wei Zhang, Hongzhi Li, Chong-Wah Ngo, Shih-Fu Chang. Scalable Visual Instance Mining with Threads of Features. In ACM Multimedia, November 2014. details
  6. Felix X. Yu, Liangliang Cao, Michele Merler, Noel Codella, Tao Chen, John R. Smith, Shih-Fu Chang. Modeling Attributes from Category-Attribute Proportions. In ACM Multimedia, November 2014. details
  7. Tao Chen, Felix X. Yu, Jiawei Chen, Yin Cui, Yan-Ying Chen, Shih-Fu Chang. Object-Based Visual Sentiment Concept Analysis and Application. In ACM Multimedia, November 2014. details
  8. Brendan Jou, Subhabrata Bhattacharya, Shih-Fu Chang. Predicting Viewer Perceived Emotions in Animated GIFs. In ACM Multimedia, Grand Challenge, November 2014. details
  9. Kuan-Ting Lai, Dong Liu, Ming-Syan, Chen, Shih-Fu Chang. Recognizing Complex Events in Videos by Learning Key Static-Dynamic Evidences. In European Conference on Computer Vision (ECCV), September 2014. details
  10. Yan Wang, Jie Feng, Zhixiang Wu, Jun Wang, Shih-Fu Chang. From Low-Cost Depth Sensors to CAD: Cross-Domain 3D Shape Retrieval via Regression Tree Fields. In European Conference on Computer Vision (ECCV), September 2014. details
  11. Yan Wang, Sunghyun Cho, Jue Wang, Shih-Fu Chang. Discriminative Indexing for Probabilistic Image Patch Priors. In European Conference on Computer Vision (ECCV), September 2014. details
  12. Yinxiao Li, Yan Wang, Michael Case, Shih-Fu Chang, Peter K. Allen. Real-time Pose Estimation of Deformable Objects Using a Volumetric Approach. In Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), September 2014. details
  13. Felix Yu, Sanjiv Kumar, Yunchao Gong, Shih-Fu Chang. Circulant Binary Embedding. In International Conference on Machine Learning (ICML) (oral), June 2014. details
  14. Go Irie, Zhenguo Li, Xiao-Ming Wu, Shih-Fu Chang. Locally Linear Hashing for Extracting Non-linear Manifolds. In International Conference on Computer Vison and Pattern Recognition (CVPR), June 2014. details
  15. Yadong Mu, Gang Hua, Wei Fan, Shih-Fu Chang. Hash-SVM: Scalable Kernel Machines for Large-Scale Visual Classification. In International Conference on Computer Vison and Pattern Recognition (CVPR), June 2014. details
  16. Kuan-Ting Lai, Felix X. Yu, Ming-Syan Chen, Shih-Fu Chang. Video Event Detection by Inferring Temporal Instance Labels. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), oral, Columbus, OH, June 2014. details
  17. Ying Cui, Dong Liu, Jiawei, Chen, Shih-Fu Chang. Building A Large Concept Bank for Representing Events in Video. In arXiv preprint, April 2014. details
  18. Yan-Ying Chen, Tao Chen, Winston H. Hsu, Hong-Yuan Mark Liao, Shih-Fu Chang. Predicting Viewer Affective Comments Based on Image Content in Social Media. In ACM International Conference on Multimedia Retrieval (ICMR), full paper, April 2014. details
  19. Subhabrata Bhattacharya, Felix X. Yu, Shih-Fu Chang. Minimally Needed Evidence for Complex Event Recognition in Unconstrained Videos. In ACM International Conference on Multimedia Retrieval (ICMR), full paper (oral), April 2014. details
  20. Ameet Talwalkar, Lester Mackey, Yadong Mu, Shih-Fu Chang, Michael I. Jordan. Distributed Low-rank Subspace Segmentation. In International Conference on Computer Vision (ICCV), 2013. details
  21. Guangnan Ye, Dong Liu, Jun Wang, Shih-Fu Chang. Large-Scale Video Hashing via Structure Learning. In International Conference on Computer Vision (ICCV), 2013. details
  22. Xiao-Ming Wu, Zhenguo Li, Shih-Fu Chang. Analyzing the Harmonic Structure in Graph-Based Learning. In Proceedings of Annual Conference on Neural Information Processing Systems (NIPS), Lake Tahoe, NV, USA, 2013. details
  23. Subhabrata Bhattacharya, Behnaz Nojavanasghari, Dong Liu, Tao Chen, Shih-Fu Chang, Mubarak Shah. Towards a Comprehensive Computational Model for Aesthetic Assessment of Videos. In ACM Multimedia, Grand Challenge, October 2013. details
  24. Brendan Jou, Hongzhi Li, Joseph G. Ellis, Daniel Morozoff, Shih-Fu Chang. Structured Exploration of Who, What, When, and Where in Heterogeneous Multimedia News Sources. In ACM Multimedia, Grand Challenge, October 2013. details
  25. Hongzhi Li, Brendan Jou, Joseph G. Ellis, Daniel Morozoff, Shih-Fu Chang. News Rover: Exploring Topical Structures and Serendipity in Heterogeneous Multimedia News. In ACM Multimedia, Technical Demonstration, October 2013. details
  26. Damian Borth, Rongrong Ji, Tao Chen, Shih-Fu Chang. SentiBank: Large-Scale Ontology and Classiers for Detecting Sentiment and Emotions in Visual Content. In ACM Multimedia, Technical Demonstration, October 2013. details
  27. Damian Borth, Rongrong Ji, Tao Chen, Thomas Breuel, Shih-Fu Chang. Large-scale Visual Sentiment Ontology and Detectors Using Adjective Noun Pairs. In ACM Multimedia, October 2013. details
  28. Felix Yu, Dong Liu, Sanjiv Kumar, Tony Jebara, Shih-Fu Chang. $\propto$SVM for learning with label proportions. In International Conference on Machine Learning (ICML) (full oral), Atlanta, GA, June 2013. details
  29. Dong Liu, Kuan-Ting Lai, Guangnan Ye, Ming-Syan Chen, Shih-Fu Chang. Sample Specific Late Fusion for Visual Category Recognition. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  30. Felix Yu, Liangliang Cao, Rogerio Feris, John Smith, Shih-Fu Chang. Designing category-level attributes for discriminative visual recognition. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  31. Yan Wang, Rongrong Ji, Shih-Fu Chang. Label Propagation from ImageNet to 3D Point Clouds. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  32. Xianglong Liu, Junfeng He, Bo Lang, Shih-Fu Chang. Hash Bit Selection: a Unified Solution for Selection Problems in Hashing. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  33. Go Irie, Dong Liu, Zhenguo Li, Shih-Fu Chang. A Bayesian Approach to Multimodal Visual Dictionary Learning. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  34. Xin Guo, Dong Liu, Brendan Jou, Mojun Zhu, Anni Cai, Shih-Fu Chang. Robust Object Co-Detection. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June 2013. details
  35. Xiao-Ming Wu, Zhenguo Li, Anthony Man-Cho So, John Wright, Shih-Fu Chang. Learning with Partially Absorbing Random Walks. In Proceedings of Annual Conference on Neural Information Processing Systems (NIPS), Lake Tahoe, NV, USA, 2012. details
  36. Yadong Mu, John Wright, Shih-Fu Chang. Accelerated Large Scale Optimization by Concomitant Hashing. In European Conference on Computer Vision (ECCV), 2012. details
  37. Liangliang Cao, Yadong Mu, Natsev Apostol, Shih-Fu Chang, Gang Hua, John R. Smith. Scene Aligned Pooling for Complex Video Recognition. In European Conference on Computer Vision (ECCV), 2012. details
  38. Dong Liu, Guangnan Ye, Ching-Ting Chen, Shuicheng Yan, Shih-Fu Chang. Hybrid Social Media Network. In Proceeding of ACM International Conference on Multimedia (ACM MM), 2012. details
  39. Junfeng He, Sanjiv Kumar, Shih-Fu Chang. On the Difficulty of Nearest Neighbor Search. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012. details
  40. Wei Liu, Jun Wang, Yadong Mu, Sanjiv Kumar, Shih-Fu Chang. Compact Hyperplane Hashing with Bilinear Functions. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012. details
  41. Guangnan Ye, I-Hong Jhuo, Dong Liu, Yu-Gang Jiang, D.T. Lee, Shih-Fu Chang. Joint Audio-Visual Bi-Modal Codewords for Video Event Detection. In ACM International Conference on Multimedia Retrieval (ICMR), 2012. details
  42. Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang. Compact Hashing for Mixed Image-Keyword Query over Multi-Label Images. In ACM International Conference on Multimedia Retrieval (ICMR), 2012. details
  43. Felix Yu, Rongrong Ji, Ming-Hen Tsai, Guangnan Ye, Shih-Fu Chang. Weak Attributes for Large-Scale Image Retrieval. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  44. Jae-Pil Heo, YoungWoon Lee, Junfeng He, Shih-Fu Chang, Sung-eui Yoon. Spherical Hashing. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  45. Junfeng He, Jinyuan Feng, Xianglong Liu, Tao Cheng, Tai-Hsu Lin, Hyunjin Chung, Shih-Fu Chang. Mobile Product Search with Bag of Hash Bits and Boundary Reranking. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  46. Wei Liu, Jun Wang, Rongrong Ji, Yu-Gang Jiang, Shih-Fu Chang. Supervised Hashing with Kernels. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) (Oral session), 2012. details
  47. Zhenguo Li, Xiao-Ming Wu, Shih-Fu Chang. Segmentation Using Superpixels: A Bipartite Graph Partitioning Approach. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  48. I-Hong Jhuo, Dong Liu, D.T. Lee, Shih-Fu Chang. Robust Visual Domain Adaptation with Low-Rank Reconstruction. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  49. Guangnan Ye, Dong Liu, I-Hong Jhuo, Shih-Fu Chang. Robust Late Fusion with Rank Minimization. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  50. Lixin Duan, Dong Xu, Shih-Fu Chang. Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2012. details
  51. Liangliang Cao, Zhenguo Li, Yadong Mu, Shih-Fu Chang. Submodular Video Hashing: A Unified Framework Towards Video Pooling and Hashing. In ACM Multimedia, Nara, Japan, November 2012. details
  52. Junfeng He, Tai-Hsu Lin, Jinyuan Feng, Shih-Fu Chang. Mobile product search with bag of hash bits. In Proceeding of ACM International Conference on Multimedia (ACM MM), demo paper, 2011. details
  53. Felix X. Yu, Rongrong Ji, Shih-Fu Chang. Active Query Sensing for mobile location search. In Proceeding of ACM International Conference on Multimedia (ACM MM), full paper, 2011. details
  54. Felix X. Yu, Rongrong Ji, Tongtao Zhang, Shih-Fu Chang. A mobile location search system with Active Query Sensing. In Proceeding of ACM International Conference on Multimedia (ACM MM), demo paper, 2011. details
  55. Rongrong Ji, Ling-Yu Duan, Hongxun Yao, Yong Rui, Shih-Fu Chang, Wen Gao. Towards low bit rate mobile visual search with multiple-channel coding. In Proceeding of ACM international conference on Multimedia (ACM MM), full paper, 2011. details
  56. Chen-Kuo Chiang, Chih-Hsueh Duan, Shang-Hong Lai, Shih-Fu Chang. Learning Component-Level Sparse Representation Using Histogram Information for Image Classification. In International Conference on Computer Vision (ICCV), 2011. details
  57. Wei Liu, Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Hashing with Graphs. In International Conference on Machine Learning (ICML), Bellevue, WA, USA, 2011. details
  58. Yu-Gang Jiang, Guangnan Ye, Shih-Fu Chang, Daniel Ellis, Alexander C. Loui. Consumer Video Understanding: A Benchmark Database and An Evaluation of Human and Machine Performance. In Proceedings of ACM International Conference on Multimedia Retrieval (ICMR), oral session, 2011. details
  59. Yu-Gang Jiang, Jun Wang, Shih-Fu Chang. Lost in Binarization: Query-Adaptive Ranking for Similar Image Search with Compact Codes. In Proceedings of ACM International Conference on Multimedia Retrieval (ICMR), oral session, 2011. details
  60. L. Cao, S.-F. Chang, N. Codella, C. Cotton, D. Ellis, L. Gong, M. Hill, G. Hua, J. Kender, M. Merler, Y. Mu, A. Natsev, J. R. Smith. IBM Research and Columbia University TRECVID-2011 Multimedia Event Detection (MED) System. In NIST TRECVID Workshop, Gaithersburg, MD, December 2011. details
  61. Junfeng He, Regunathan Radhakrishnan, Shih-Fu Chang, Claus Bauer. Compact Hashing with Joint Optimization of Search Accuracy and Time. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), oral session, June 2011. details
  62. Wei Liu, Yu-Gang Jiang, Jiebo Luo, Shih-Fu Chang. Noise Resistant Graph Ranking for Improved Web Image Search. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2011. details
  63. Yu-Gang Jiang, Xiaohong Zeng, Guangnan Ye, Subhabrata Bhattacharya, Dan Ellis, Mubarak Shah, Shih-Fu Chang. Columbia-UCF TRECVID2010 Multimedia Event Detection: Combining Multiple Modalities, Contextual Concepts, and Temporal Matching. In NIST TRECVID Workshop, Gaithersburg, MD, November 2010. details
  64. Eric Pohlmeyer, David Jangraw, Jun Wang, Shih-Fu Chang, Paul Sajda. Combining Computer and Human Vision into a BCI: Can the Whole Be Greater Than the Sum of Its Parts?. In The 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Buenos Aires, Argentina, August 2010. details
  65. Xinting Gao, Tian Tsong Ng, Bo Qiu, Shih-Fu Chang. Single-view Recaptured Image Detection Based on Physics-based Features. In IEEE International Conference on Multimedia & Expo (ICME), Singapore, July 2010. details
  66. Junfeng He, Wei Liu, Shih-Fu Chang. Scalable Similarity Search with Optimized Kernel Hashing. In ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), Washington, DC, USA, July 2010. details
  67. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Sequential Projection Learning for Hashing with Compact Codes. In International Conference on Machine Learning (ICML), Haifa, Israel, June 2010. details
  68. Wei Liu, Junfeng He, Shih-Fu Chang. Large Graph Construction for Scalable Semi-Supervised Learning. In the 27th International Conference on Machine Learning (ICML), Haifa, Israel, June 2010. details
  69. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Semi-Supervised Hashing for Scalable Image Retrieval. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, USA, June 2010. details
  70. Chong-Wah Ngo, Yu-Gang Jiang, Xiao-Yong Wei, Wanlei Zhao, Yang Liu, Jun Wang, Shiai Zhu, Shih-Fu Chang. VIREO/DVMM at TRECVID 2009: High-Level Feature Extraction, Automatic Video Search, and Content-Based Copy Detection. In NIST TRECVID Workshop, Gaithersburg, MD, November 2009. details
  71. 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. details
  72. 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. details
  73. 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. details
  74. 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. details
  75. 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. details
  76. 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. details
  77. 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. details
  78. 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. details
  79. Y.-F. Hsu, S.-F. Chang. Statistical Fusion of Multiple Cues for Image Tampering Detection. In Asilomar Conference on Signals, Systems, and Computers, 2008. details
  80. 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. details
  81. 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. details
  82. 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. details
  83. 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. details
  84. 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. details
  85. 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. details
  86. 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. details
  87. 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. details
  88. Jun Wang, Tony Jebara, Shih-Fu Chang. Graph Transduction via Alternating Minimization. In International Conference on Machine Learning (ICML), Helsinki, Finland, July 2008. details
  89. 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. details
  90. 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. details
  91. 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. details
  92. 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. details
  93. Shih-Fu Chang, Wei Jiang, Akira Yanagawa, Eric Zavesky. Columbia University TRECVID2007 High-Level Feature Extraction. In NIST TRECVID Workshop, Gaithersburg, MD, November 2007. details
  94. 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. details
  95. Alexander C. Loui, Jiebo Luo, Shih-Fu Chang, Dan Ellis, Wei Jiang, Lyndon Kennedy, Keansub Lee, Akira Yanagawa. KodakĄ¯s Consumer Video Benchmark Data Set: Concept Definition and Annotation. In ACM SIGMM International Workshop on Multimedia Information Retrieval, Germany, September 2007. details
  96. 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. details
  97. 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. details
  98. 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. details
  99. 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. details
  100. 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. details
  101. 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. details
  102. 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. details
  103. 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. details
  104. 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. details
  105. 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. details
  106. 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. details
  107. 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. details
  108. 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. details
  109. 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. details
  110. Lexing Xie, Shih-Fu Chang. Pattern Mining In Visual Concept Streams. In IEEE International Conference on Multimedia and Expo (ICME 06), Toronto, Canada, 2006. details
  111. 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. details
  112. 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. details
  113. Winston Hsu, Lyndon Kennedy, Shih-Fu Chang. Video Search Reranking via Information Bottleneck Principle. In ACM Multimedia, Santa Babara, CA, USA, 2006. details
  114. 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. details
  115. 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. details
  116. 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. details
  117. 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. details
  118. 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. details
  119. 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. details
  120. 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. details
  121. 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. details
  122. Lyndon Kennedy, Paul Natsev, Shih-Fu Chang. Automatic Discovery of Query Class Dependent Models for Multimodal Search. In ACM Multimedia, Singapore, November 2005. details
  123. 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. details
  124. 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. details
  125. 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. details
  126. 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. details
  127. 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. details
  128. 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. details
  129. 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. details
  130. Tian-Tsong Ng, Shih-Fu Chang. A Model for Image Splicing. In IEEE International Conference on Image Processing (ICIP), Singapore, October 2004. details
  131. 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. details
  132. 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. details
  133. 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. details
  134. 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. details
  135. 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. details
  136. 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. details
  137. 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. details
  138. 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. details
  139. 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. details
  140. 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. details
  141. 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. details
  142. 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. details
  143. 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. details
  144. 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. details
  145. 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. details
  146. Ana B. Benitez, Shih-Fu Chang. Image Classification Using Multimedia Knowledge Networks. In IEEE International Conference on Image Processing (ICIP), Barcelona, Spain, September 2003. details
  147. 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. details
  148. 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. details
  149. 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. details
  150. 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. details
  151. 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. details
  152. 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. details
  153. Dongqing Zhang, Shih-Fu Chang. Event Detection in Baseball Video Using Superimposed Caption Recognition. In ACM Multimedia, Jean Les Pins, France, December 2002. details
  154. 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. details
  155. 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. details
  156. 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. details
  157. 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. details
  158. 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. details
  159. 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. details
  160. 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. details
  161. 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. details
  162. 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. details
  163. 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. details
  164. 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. details
  165. 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. details
  166. 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. details
  167. 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. details
  168. Shih-Fu Chang, Di Zhong Zhong, Raj Kumar. Real-Time Content-Based Adaptive Streaming of Sports Videos. In Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'01), Pages 139-146, 2001. details
  169. 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. In Proceedings of the first ACM/IEEE-CS joint conference on Digital libraries, Pages 331-340, 2001. details
  170. 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. details
  171. Di Zhong, Rajendran Kumar, Shih-Fu Chang. Real-Time Personalized Sports Video Filtering and Summarization. In ACM Multimedia, Ottawa, Ontario, Canada, November 2001. details
  172. 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. details
  173. 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. details
  174. 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. details
  175. 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. details
  176. Ching-Yung Lin, Shih-Fu Chang. SARI: Self-Authentication-and-Recovery Image Watermarking System. In ACM Multimedia, Ottawa, Canada, October 2001. details
  177. 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. details
  178. 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. details
  179. 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. details
  180. 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. details
  181. 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. details
  182. 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. details
  183. 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. details
  184. 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. details
  185. 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. details
  186. 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. details
  187. 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. details
  188. Rajendran Kumar, Shih-Fu Chang. Image Retrieval with Sketches and Compositions. In IEEE International Conference on Multimedia and Expo (ICME), New York, July 2000. details
  189. 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. details
  190. 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. details
  191. 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. details
  192. 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. details
  193. 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. details
  194. 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. details
  195. 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. details
  196. 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. details
  197. 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. details
  198. 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. details
  199. 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. details
  200. 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. details
  201. 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. details
  202. 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. details
  203. 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. details
  204. 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. details
  205. 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. details
  206. 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. details
  207. 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. details
  208. 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. details
  209. 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. details
  210. 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. details
  211. 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. details
  212. 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. details
  213. 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. details
  214. 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. details
  215. 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. details
  216. 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. details
  217. 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. details
  218. 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. details
  219. 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. details
  220. Horace Jianhao Meng, Shih-Fu Chang. CVEPS: A Compressed Video Editing and Parsing System. In ACM Multimedia, Boston, MA, November 1997. details
  221. 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. details
  222. 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. details
  223. 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. details
  224. 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. details
  225. 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. details
  226. 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. details
  227. John R. Smith, Shih-Fu Chang. VisualSEEk: a Fully Automated Content-Based Image Query System. In ACM Multimedia, Boston, MA, November 1996. details
  228. 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. details
  229. 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. details
  230. 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. details
  231. 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. details
  232. 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. details
  233. 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. details
  234. 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. details
  235. 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. details
  236. 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. details
  237. 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. details
  238. 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. details
  239. 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. details
  240. 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. details
  241. John R. Smith, Shih-Fu Chang. Single Color Extraction and Image Query. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995. details
  242. 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. details
  243. 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. details
  244. 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. details
  245. 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. details
  246. 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. details
  247. 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. details
  248. 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. details
  249. 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. details
  250. John R. Smith, Shih-Fu Chang. Quad-Tree Segmentation for Texture-Based Image Query. In ACM Multimedia, San Francisco, CA, October 1994. details
  251. 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. details
  252. 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. details
  253. 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. details
  254. Shih-Fu Chang, David G. Messerschmitt. Transform Coding of Arbitrarily-Shaped Image Segments. In 1st ACM Multimedia Conference, Anaheim, CA, August 1993. details
  255. 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. details
  256. 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. details

Technical Reports

  1. Felix Yu, Liangliang Cao, Rogerio Feris, John Smith, Shih-Fu Chang. Additional remarks on designing category-level attributes for discriminative visual recognition. Computer Science Department Technical Report # CUCS 007-13 Columbia University, 2013. details
  2. Felix Yu, Rongrong Ji, Ming-Hen Tsai, Guangnan Ye, Shih-Fu Chang. Experiments of Image Retrieval Using Weak Attributes. Computer Science Department Technical Report # CUCS 005-12 (2012) Columbia University, 2012. details
  3. 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. details
  4. Akira Yanagawa, Alexander C. Loui, Jiebo Luo, Shih-Fu Chang, Dan Ellis, Wei Jiang, Lyndon Kennedy, Keansub Lee. Kodak consumer video benchmark data set: concept definition and annotation. ADVENT Technical Report #222-2008-8 Columbia University, September 2008. details
  5. 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. details
  6. 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. details
  7. Barry Rafkind, Shih-Fu Chang. Angular Radial Edge Histogram. ADVENT Technical Report #218-2006-4 Columbia University, November 2006. details
  8. 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. details
  9. 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. details
  10. Yong Wang, Lexing Xie, Shih-Fu Chang. VisGenie: a Generic Video Visualization System. Columbia University ADVENT Technical Report #210-2005-4 Columbia University, 2005. details
  11. 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. details
  12. 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. details
  13. 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. details
  14. 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. details
  15. 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. details
  16. 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. details
  17. 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. details
  18. 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. details
  19. 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. details
  20. 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. details
  21. 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. details
  22. Ana B. Benitez, Shih-Fu Chang. Organization and Browsing of Annotated Images Using Multiresolution Knowledge Networks. ADVENT Technical Report #007 Columbia University, 2003. details
  23. 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. details
  24. Dongqing Zhang, Shih-Fu Chang. Accurate Overlay Text Extraction for Digital Video Analysis. ADVENT Technical Report #005 Columbia University, 2002. details
  25. 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. details
  26. 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. details
  27. Ana B. Benitez, Shih-Fu Chang. Perceptual Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #001 Columbia University, August 2002. details
  28. Ana B. Benitez, Shih-Fu Chang. Semantic Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #002, 2002 Columbia University, August 2002. details
  29. Ana B. Benitez, Shih-Fu Chang. Multimedia Knowledge Integration, Summarization and Evaluation. ADVENT Technical Report #003 Columbia University, July 2002. details
  30. Shih-Fu Chang, Di Zhong, Rajendran Kumar. Real-Time Content-Based Adaptive Streaming of Sports Video. ADVENT Technical Report #121 Columbia University, July 2001. details
  31. 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. details
  32. Di Zhong, Shih-Fu Chang. Video Shot Detection Combining Multiple Visual Features. ADVENT Technical Report #092 Columbia University, December 2000. details
  33. Di Zhong, Shih-Fu Chang. Structure Parsing and Event Detection for Sports Video. ADVENT Technical Report #091 Columbia University, December 2000. details
  34. 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. details
  35. 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. details
  36. 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. details
  37. 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. details
  38. 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. details
  39. 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. details
  40. Hualu Wang, Shih-Fu Chang. Adaptive Image Matching in the Subband Domain. CU/CTR Technical Report 422-95-28 Columbia University, 1995. details

Thesis

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

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