1. Yu-Gang Jiang, Zuxuan Wu, Jun Wang, Xiangyang Xue, Shih-Fu Chang. Exploiting feature and class relationships in video categorization with regularized deep neural networks. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017. details
  2. Xianglong Liu, Junfeng He, Shih-Fu Chang. Hash Bit Selection for Nearest Neighbor Search. IEEE Transactions on Image Processing, 2017. details
  3. Nikolaos Pappas, Miriam Redi, Mercan Topkara, Hongyi Liu, Brendan Jou, Tao Chen, Shih-Fu Chang. Multilingual visual sentiment concept clustering and analysis. International Journal of Multimedia Information Retrieval, 6(1):51-70, 2017. details
  4. Mohammad Soleymani, David Garcia, Brendan Jou, Björn Schuller, Shih-Fu Chang, Maja Pantic. A survey of multimodal sentiment analysis. Image and Vision Computing, 2017. details


  1. Jun Wang, Wei Liu, Sanjiv Kumar, Shih-Fu Chang. Learning to Hash for Indexing Big Data - A Survey. Proceedings of the IEEE, 104(1):34-57, 2016. details


  1. Jae-Pil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, Sung-Eui Yoon. Spherical Hashing: Binary Code Embedding with Hyperspheres. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 37(11):2304-2316, 2015. details
  2. Christoph Kofler, Subhabrata Bhattacharya, Martha Larson, Tao Chen, Alan Hanjalic, Shi-Fu Chang. Uploader Intent for Online Video: Typology, Inference and Applications. Multimedia, IEEE Transactions on, 17, 2015. details
  3. Kuan-Ting Lai, Dong Liu, Ming-Syan Chen, Shih-Fu Chang. Learning Sample Specific Weights for Late Fusion. Image Processing, IEEE Transactions on, 24, April 2015. details


  1. Yan-Ying Chen, Tao Chen, Taikun Liu, Hong-Yuan Mark Liao, Shih-Fu Chang. Assistive Image Comment Robot-A Novel Mid-Level Concept-Based Representation. IEEE Transactions on Affective Computing, 2014. details
  2. 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
  3. 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


  1. Yu-Gang Jiang, Qi Dai, Tao Mei, Yong Rui, Shi-Fu Chang. Super Fast Event Recognition in Internet Videos. IEEE Transactions on Multimedia, 2013. details
  2. 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
  3. 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
  4. 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
  5. 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


  1. 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
  2. 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
  3. Wei Liu, Jun Wang, Shih-Fu Chang. Robust and Scalable Graph-Based Semisupervised Learning. Proceedings of the IEEE, 2012. details
  4. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Semi-Supervised Hashing for Large Scale Search. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2012. details
  5. Ed Chang, Shih-Fu Chang, Alex Hauptmann, Thomas Huang, Malcolm Slaney. Web-Scale Multimedia Processing and Applications. Proceedings of the IEEE, September 2012. details
  6. 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


  1. 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
  2. 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
  3. 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


  1. 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
  2. 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
  3. 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
  4. Paul Sajda, Eric Pohlmeyer, Jun Wang, Lucas C. Parra, Christoforou Christoforou, Jacek Dmochowski, Barbara Hanna, Claus Bahlmann, Maneesh K. Singh, Shih-Fu Chang. In a Blink of an Eye and a Switch of a transistor: Cortically Coupled Computer Vision. Proceedings of the IEEE, 98(3):462-478, 2010. details
  5. 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


  1. Tian-Tsong Ng, Shih-Fu Chang. Identifying and Prefiltering Images. IEEE Signal Processing Magazine, 26(2), 2009. details
  2. Jun Wang, Xiaobo Zhou, Fuhai Li, Shih-Fu Chang, Norbert Perrimon, Stephen T. C. Wong Pamela L. Bradley. An image score inference system for RNAi genome-wide screening based on fuzzy mixture regression modeling. Journal of Biomedical Informatics, 42(1):32-40, 2009. details
  3. 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
  4. Xiaobo Zhou, Honghui Wang, Jun Wang, Yue Wang, Gerard Hoehn, Joseph Azok, Marie-Luise Brennan, Stanley L. Hazen, King and Chang, Shih-Fu Li, 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


  1. L. Kennedy, S.F. Chang, A. Natsev. Query-Adaptive Fusion for Multimodal Search. Proceedings of the IEEE, 96(4):567-588, 2008. details
  2. 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
  3. 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
  4. 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


  1. 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
  2. Winston H. Hsu, Lyndon Kennedy, Shih-Fu Chang. Reranking Methods for Visual Search. IEEE Multimedia Magazine, 13(3), 2007. details


  1. 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
  2. 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


  1. 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
  2. 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
  3. 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
  4. Debargha Mukherjee, Eric Delfosse, Jae-Gon Kim, Yong Wang. Terminal and Network Quality of Service. IEEE Transaction on Multimedia, 7(3):454-462, June 2005. details
  5. 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
  6. 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


  1. 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
  2. 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


  1. Ana B. Benitez, Shih-Fu Chang. Automatic Multimedia Knowledge Discovery, Summarization and Evaluation. IEEE Transactions on Multimedia, 2003 (submitted), 2003. details
  2. 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


  1. Hari Sundaram, Shih-Fu Chang. Computable Scenes and Structures in Films. IEEE Transactions on Multimedia, 4(4):482-491, December 2002. details
  2. Shih-Fu Chang. The Holy Grail of Content-Based Media Analysis. IEEE Multimedia Magazine, 9(2):6-10, April 2002. details


  1. 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
  2. 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
  3. 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
  4. 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


  1. Alexandros Eleftheriadis, Dimitris Anastassiou. Optimal Data Partitioning of MPEG-2 Coded Video. IEEE Transactions on Circuits and Systems for Video Technology, 2000, 2000. details
  2. Ana B. Benitez, Seungyup Paek and Shih-Fu Chang, Qian Huang, Atul Puri, John R. Chung-Sheng Li and 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
  3. Jae-Beom Lee, Alexandros Eleftheriadis. 2-D Transform Domain Resolution Translation. IEEE Transactions on Circuits and Systems for Video Technology, 1999, 10(5):704-714, August 2000. details
  4. 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


  1. 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
  2. Hair Kalva, Li Tang, Jean-Francois Huard, George Tselikis, Javier Zamora, Lai-Tee Cheok, Alexandros Eleftheriadis. Implementing Multiplexing, Streaming and Server Interaction for MPEG-4. IEEE Transactions on Circuits and Systems for Video Technology, Special Issue on Object Based Video and Description, 9(8):1299-1312, December 1999. details
  3. 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
  4. Stephen Jacobs, Alexandros Eleftheriadis, Dimitris Anastassiou. Silence Detection for Multimedia Communication Systems. ACM/Springer Verlag Multimedia Systems Journal, 7(2):157-164, March 1999. details
  5. 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


  1. 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
  2. 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
  3. Ana B. Benitez, Mandis Beigi and Shih-Fu Chang. Using Relevance Feedback in Content-Based Image Metasearch. IEEE Internet Computing, 2(4):59-69, July 1998. details
  4. 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


  1. 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
  2. Shih-Fu Chang, John R. and Mandis Beigi Smith, Ana B. Benitez. Visual Information Retrieval from Large Distributed On-line Repositories. Communications of the ACM, 40(12):63-71, December 1997. details
  3. 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
  4. 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
  5. 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
  6. John R. Smith, Shih-Fu Chang. Visually Searching the Web for Content. IEEE Multimedia, 4(3):12-20, July 1997. details


  1. Belle L. Tseng, Dimitris Anastassiou. Multi-Viewpoint Video Coding with MPEG-2 Compatibility. IEEE Transactions on Circuits and Systems for Video Technology (CSVT), Vol. 6, No. 4, August 1996, 6(4):414-419, August 1996. details
  2. 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


  1. Shih-Fu Chang. Exploring Functionalities in the Image/Video Compressed Domain. ACM Computing Surveys, 27(4):573-575, December 1995. details
  2. Sassan Pejhan, Alexandros Eleftheriadis, Dimitris Anastassiou. Distributed Multicast Address Management in the Global Internet. IEEE Journal on Selected Areas in Communications (JSAC), Special Issue on the Global Internet, 13(8):1445-1456, October 1995. details
  3. 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


  1. 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
  2. Alexandros Eleftheriadis, Sassan Pejhan, Dimitris Anastassiou. Architecture and Algorithms of the Xphone Multimedia Communication System. Multimedia Systems Journal, 2(2):89-100, August 1994. details

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