Publications of Shih-Fu Chang

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Journals

  1. Alireza Zareian, Svebor Karaman, Shih-Fu Chang. Weakly Supervised Visual Semantic Parsing. arXiv preprint arXiv:2001.02359, 2020. details
  2. Alireza Zareian, Svebor Karaman, Shih-Fu Chang. Bridging Knowledge Graphs to Generate Scene Graphs. arXiv preprint arXiv:2001.02314, 2020. details
  3. Brian Chen, Bo Wu, Alireza Zareian, Hanwang Zhang, Shih-Fu Chang. General Partial Label Learning via Dual Bipartite Graph Autoencoder. arXiv preprint arXiv:2001.01290, 2020. details
  4. D\'\idac Sur\'\is, Dave Epstein, Heng Ji, Shih-Fu Chang, Carl Vondrick. Learning to Learn Words from Narrated Video. arXiv preprint arXiv:1911.11237, 2019. details
  5. Xudong Lin, Zheng Shou, Shih-Fu Chang. LPAT: Learning to Predict Adaptive Threshold for Weakly-supervised Temporal Action Localization. arXiv preprint arXiv:1910.11285, 2019. details
  6. Xudong Lin, Lin Ma, Wei Liu, Shih-Fu Chang. Context-Gated Convolution. arXiv preprint arXiv:1910.05577, 2019. details
  7. Shih-Fu Chang, Alex Hauptmann, Louis-Philippe Morency, Sameer Antani, Dick Bulterman, Carlos Busso, Joyce Chai, Julia Hirschberg, Ramesh Jain, Ketan Mayer-Patel, others. Report of 2017 NSF Workshop on Multimedia Challenges, Opportunities and Research Roadmaps. arXiv preprint arXiv:1908.02308, 2019. details
  8. Xu Zhang, Svebor Karaman, Shih-Fu Chang. Detecting and simulating artifacts in gan fake images. arXiv preprint arXiv:1907.06515, 2019. details
  9. Yulei Niu, Hanwang Zhang, Zhiwu Lu, Shih-Fu Chang. Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions. IEEE transactions on pattern analysis and machine intelligence, 2019. details
  10. Jiawei Ma, Zheng Shou, Alireza Zareian, Hassan Mansour, Anthony Vetro, Shih-Fu Chang. CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation. arXiv preprint arXiv:1905.09904, 2019. details
  11. Hongzhi Li, Joseph G Ellis, Lei Zhang, Shih-Fu Chang. Automatic visual pattern mining from categorical image dataset. International Journal of Multimedia Information Retrieval, 8(1):35-45, 2019. details
  12. Yulei Niu, Zhiwu Lu, Ji-Rong Wen, Tao Xiang, Shih-Fu Chang. Multi-Modal Multi-Scale Deep Learning for Large-Scale Image Annotation. IEEE Transactions on Image Processing, 28(4):1720-1731, 2019. details
  13. Long Chen, Hanwang Zhang, Jun Xiao, Xiangnan He, Shiliang Pu, Shih-Fu Chang. Scene dynamics: Counterfactual critic multi-agent training for scene graph generation. arXiv preprint arXiv:1812.02347, 2018. details
  14. Yu-Gang Jiang, Zuxuan Wu, Jinhui Tang, Zechao Li, Xiangyang Xue, Shih-Fu Chang. Modeling multimodal clues in a hybrid deep learning framework for video classification. IEEE Transactions on Multimedia, 20(11):3137-3147, 2018. details
  15. Xu Zhang, Felix Xinnan Yu, Svebor Karaman, Wei Zhang, Shih-Fu Chang. Heated-Up Softmax Embedding. arXiv preprint arXiv:1809.04157, 2018. details
  16. 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, 40(2):352-364, 2018. details
  17. Yinxiao Li, Yan Wang, Yonghao Yue, Danfei Xu, Michael Case, Shih-Fu Chang, Eitan Grinspun, Peter K Allen. Model-driven feedforward prediction for manipulation of deformable objects. IEEE Transactions on Automation Science and Engineering, (99):1-18, 2018. details
  18. 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
  19. 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
  20. Xianglong Liu, Junfeng He, Shih-Fu Chang. Hash Bit Selection for Nearest Neighbor Search. IEEE Transactions on Image Processing, 2017. details
  21. Mohammad Soleymani, David Garcia, Brendan Jou, Bj�rn Schuller, Shih-Fu Chang, Maja Pantic. A survey of multimodal sentiment analysis. Image and Vision Computing, 2017. details
  22. 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
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. Wei Liu, Jun Wang, Shih-Fu Chang. Robust and Scalable Graph-Based Semisupervised Learning. Proceedings of the IEEE, 2012. details
  35. 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
  36. 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
  37. Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Semi-Supervised Hashing for Large Scale Search. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 2012. details
  38. Ed Chang, Shih-Fu Chang, Alex Hauptmann, Thomas Huang, Malcolm Slaney. Web-Scale Multimedia Processing and Applications. Proceedings of the IEEE, September 2012. details
  39. 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
  40. 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
  41. 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
  42. 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
  43. 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
  44. 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
  45. 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
  46. 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
  47. 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
  48. Tian-Tsong Ng, Shih-Fu Chang. Identifying and Prefiltering Images. IEEE Signal Processing Magazine, 26(2), 2009. details
  49. L. Kennedy, S.F. Chang, A. Natsev. Query-Adaptive Fusion for Multimodal Search. Proceedings of the IEEE, 96(4):567-588, 2008. details
  50. 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
  51. 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
  52. 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
  53. 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
  54. Winston H. Hsu, Lyndon Kennedy, Shih-Fu Chang. Reranking Methods for Visual Search. IEEE Multimedia Magazine, 13(3), 2007. details
  55. 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
  56. 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
  57. 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
  58. 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
  59. 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
  60. 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
  61. 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
  62. 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
  63. 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
  64. Ana B. Benitez, Shih-Fu Chang. Automatic Multimedia Knowledge Discovery, Summarization and Evaluation. IEEE Transactions on Multimedia, 2003 (submitted), 2003. details
  65. 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
  66. Hari Sundaram, Shih-Fu Chang. Computable Scenes and Structures in Films. IEEE Transactions on Multimedia, 4(4):482-491, December 2002. details
  67. Shih-Fu Chang. The Holy Grail of Content-Based Media Analysis. IEEE Multimedia Magazine, 9(2):6-10, April 2002. details
  68. 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
  69. 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
  70. 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
  71. 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
  72. 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
  73. 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
  74. 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
  75. 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
  76. 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
  77. 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
  78. 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
  79. 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
  80. 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
  81. 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
  82. 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
  83. 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
  84. John R. Smith, Shih-Fu Chang. Visually Searching the Web for Content. IEEE Multimedia, 4(3):12-20, July 1997. details
  85. 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
  86. Shih-Fu Chang. Exploring Functionalities in the Image/Video Compressed Domain. ACM Computing Surveys, 27(4):573-575, December 1995. details
  87. 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
  88. 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
  89. 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. Shiyuan Huang, Xudong Lin, Svebor Karaman, Shih-Fu Chang. Flow-Distilled IP Two-Stream Networks for Compressed Video ActionRecognition. In Proceedings of The 58th Annual Meeting of the Association for Computational Linguistics, 2019. details
  2. Shih-Fu Chang, LP Morency, Alexander Hauptmann, Alberto Del Bimbo, Cathal Gurrin, Hayley Hung, Heng Ji, Alan Smeaton. Panel: Challenges for multimedia/multimodal research in the next decade. In Proceedings of the 27th ACM International Conference on Multimedia, Pages 2234-2235, 2019. details
  3. Ananya Subburathinam, Di Lu, Heng Ji, Jonathan May, Shih-Fu Chang, Avirup Sil, Clare Voss. Cross-lingual Structure Transfer for Relation and Event Extraction. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), Pages 313-325, 2019. details
  4. Svebor Karaman, Xudong Lin, Xuefeng Hu, Shih-Fu Chang. Unsupervised Rank-Preserving Hashing for Large-Scale Image Retrieval. In Proceedings of the 2019 on International Conference on Multimedia Retrieval, Pages 192-196, 2019. details
  5. Shih-Fu Chang, LP Morency, Alexander Hauptmann, Alberto Del Bimbo, Cathal Gurrin, Hayley Hung, Heng Ji, Alan Smeaton. Panel: Challenges for multimedia/multimodal research in the next decade. In Proceedings of the 27th ACM International Conference on Multimedia, Pages 2234-2235, 2019. details
  6. Long Chen, Hanwang Zhang, Jun Xiao, Xiangnan He, Shiliang Pu, Shih-Fu Chang. Counterfactual critic multi-agent training for scene graph generation. In Proceedings of the IEEE International Conference on Computer Vision, Pages 4613-4623, 2019. details
  7. Matthew J Leotta, Chengjiang Long, Bastien Jacquet, Matthieu Zins, Dan Lipsa, Jie Shan, Bo Xu, Zhixin Li, Xu Zhang, Shih-Fu Chang, others. Urban Semantic 3D Reconstruction from Multiview Satellite Imagery. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, Pages 0-0, 2019. details
  8. Mang Ye, Xu Zhang, Pong C Yuen, Shih-Fu Chang. Unsupervised embedding learning via invariant and spreading instance feature. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Pages 6210-6219, 2019. details
  9. Zheng Shou, Xudong Lin, Yannis Kalantidis, Laura Sevilla-Lara, Marcus Rohrbach, Shih-Fu Chang, Zhicheng Yan. Dmc-net: Generating discriminative motion cues for fast compressed video action recognition. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Pages 1268-1277, 2019. details
  10. Hassan Akbari, Svebor Karaman, Surabhi Bhargava, Brian Chen, Carl Vondrick, Shih-Fu Chang. Multi-level multimodal common semantic space for image-phrase grounding. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Pages 12476-12486, 2019. details
  11. Yuan Liu, Lin Ma, Yifeng Zhang, Wei Liu, Shih-Fu Chang. Multi-granularity generator for temporal action proposal. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Pages 3604-3613, 2019. details
  12. Victor Campos, Xavier Giro-i-Nieto, Brendan Jou, Jordi Torres, Shih-Fu Chang. Sentiment concept embedding for visual affect recognition. In Multimodal Behavior Analysis in the Wild, Pages 349-367, 2019. details
  13. Philipp Blandfort, Desmond U. Patton, William R. Frey, Svebor Karaman, Surabhi Bhargava, Fei-Tzin Lee, Siddharth Varia, Chris Kedzie, Michael B. Gaskell, Rossano Schifanella, Kathleen McKeown, Shih-Fu Chang. Multimodal Social Media Analysis for Gang Violence Prevention. In The 13th International AAAI Conference on Web and Social Media. International AAAI Conference on Web and Social Media (ICWSM-2019), 13th, June 11-14, Munich, Germany, 2019. details
  14. Di Lu, Spencer Whitehead, Lifu Huang, Heng Ji, Shih-Fu Chang. Entity-aware Image Caption Generation. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Pages 4013-4023, 2018. details
  15. Spencer Whitehead, Heng Ji, Mohit Bansal, Shih-Fu Chang, Clare Voss. Incorporating Background Knowledge into Video Description Generation. In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Pages 3992-4001, 2018. details
  16. Hang Gao, Zheng Shou, Alireza Zareian, Hanwang Zhang, Shih-Fu Chang. Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks. In Advances in Neural Information Processing Systems (NIPS), 2018. details
  17. Hongzhi Li, Joseph G Ellis, Lei Zhang, Shih-Fu Chang. PatternNet: Visual Pattern Mining with Deep Neural Network. In Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval, Pages 291-299, 2018. details
  18. Zheng Shou, Junting Pan, Jonathan Chan, Kazuyuki Miyazawa, Hassan Mansour, Anthony Vetro, Xavier Giro-i-Nieto, Shih-Fu Chang. Online Detection of Action Start in Untrimmed, Streaming Videos. In ECCV, 2018. details
  19. Zheng Shou, Hang Gao, Lei Zhang, Kazuyuki Miyazawa, Shih-Fu Chang. AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos. In ECCV, 2018. details
  20. Hanwang Zhang, Yulei Niu, Shih-Fu Chang. Grounding Referring Expressions in Images by Variational Context. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. details
  21. Long Chen, Hanwang Zhang, Jun Xiao, Wei Liu, Shih-Fu Chang. Zero-Shot Visual Recognition using Semantics-Preserving Adversarial Embedding Network. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. details
  22. Victor Campos, Brendan Jou, Xavier Giro-i-Nieto, Jordi Torres, Shih-Fu Chang. Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks. In International Conference on Learning Representations, 2018. details
  23. Tongtao Zhang, Spencer Whitehead, Hanwang Zhang, Hongzhi Li, Joseph Ellis, Lifu Huang, Wei Liu, Heng Ji, Shih-Fu Chang. Improving Event Extraction via Multimodal Integration. In Proceedings of the 2017 ACM on Multimedia Conference, Pages 270-278, 2017. details
  24. Hanwang Zhang, Zawlin Kyaw, Jinyang Yu, Shih-Fu Chang. PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN. In International Conference on Computer Vision (ICCV), 2017. details
  25. Xu Zhang, Felix X. Yu, Sanjiv Kumar, Shih-Fu Chang. Learning Spread-out Local Feature Descriptors. In International Conference on Computer Vision (ICCV), 2017. details
  26. Hanwang Zhang, Zawlin Kyaw, Shih- Chang, Tat- Chua. Visual Translation Embedding Network for Visual Relation Detection. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. details
  27. Xu Zhang, Felix X. Yu, Svebor Karaman, Shih-Fu Chang. Learning Discriminative and Transformation Covariant Local Feature Detectors. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. details
  28. Zheng Shou, Jonathan Chan, Alireza Zareian, Kazuyuki Miyazawa, Shih-Fu Chang. CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. details
  29. Jie Feng, Svebor Karaman, Shih-Fu Chang. Deep Image Set Hashing. In Applications of Computer Vision (WACV), 2017 IEEE Winter Conference on, 2017. details
  30. Di Lu, Xiaoman Pan, Nima Pourdamghani, Shih-Fu Chang, Heng Ji, Kevin Knight. A Multi-media Approach to Cross-lingual Entity Knowledge Transfer. In Proc. the 54th Annual Meeting of the Association for Computational Linguistics (ACL2016), 2016. details
  31. Yan Wang, Sunghyun Cho, Jue Wang, Shih-Fu Chang. PanoSwarm: Collaborative and synchronized multi-device panoramic photography. In Proceedings of the 21st International Conference on Intelligent User Interfaces, Pages 261-270, 2016. details
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  34. Joseph G. Ellis, Svebor Karaman, Hongzhi Li, Hong Bin Shim, Shih-Fu Chang. Placing Broadcast News Videos in their Social Media Context using Hashtags. In Proceedings of the International Conference on Multimedia (ACMMM), MM'16, 2016. details
  35. Brendan Jou, Shih-Fu Chang. Deep Cross Residual Learning for Multitask Visual Recognition. In ACM International Conference on Multimedia, Amsterdam, The Netherlands, 2016. details
  36. Hongyi Liu, Brendan Jou, Tao Chen, Mercan Topkara, Nikolaos Pappas, Miriam Redi, Shih-Fu Chang. Complura: Exploring and Leveraging a Large-scale Multilingual Visual Sentiment Ontology. In ACM International Conference on Multimedia Retrieval (ICMR), 2016. details
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  39. Zheng Shou, Dongang Wang, Shih-Fu Chang. Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. details
  40. Jie Feng, Brian Price, Scott Cohen, Shih-Fu. Chang. Interactive Segmentation on RGBD Images via Cue Selection. In Proc. Computer Vision and Pattern Recognition (CVPR), IEEE, 2016. details
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  42. Jie Feng, Yan Wang, Shih-Fu Chang. 3D Shape Retrieval Using Single Depth Image from Low-cost Sensors. In Applications of Computer Vision (WACV), 2016 IEEE Winter Conference on, 2016. details
  43. Francesco Gelli, Tiberio Uricchio, Marco Bertini, Alberto Del Bimbo, Shih-Fu Chang. Image Popularity Prediction in Social Media Using Sentiment and Context Features. In Proceedings of the 23rd Annual ACM Conference on Multimedia Conference, Pages 907-910, 2015. details
  44. Tongtao Zhang, Hongzhi Li, Heng Ji, Shih-Fu Chang. Cross-document Event Coreference Resolution based on Cross-media Features. In Proc. Conference on Empirical Methods in Natural Language Processing (EMNLP2015), 2015. details
  45. P. Szekely, C. Knoblock, J. Slepicka, A. Philpot, A. Singh, C. Yin, D Kapoor, P. Natarajan, D. Marcu, K. Knight, D. Stallard, S. S. Karunamoorthy, R Bojanapalli, S. Minton, B. Amanatullah, T. Hughes, M. Tamayo, D. Flynt, R. Artiss, S.-F. Chang, T. Chen, G. Hiebel, L. Ferreira. Building and Using a Knowledge Graph to Combat Human Traffickings. In International Conference on Semantic Web (ICSW), Pages 205-221, 2015. details
  46. Yu Cheng, Felix X. Yu, Rogerio Feris, Sanjiv Kumar, Alok Choudhary, Shih-Fu Chang. An exploration of parameter redundancy in deep networks with circulant projections. In International Conference on Computer Vision (ICCV), 2015. details
  47. Xu Zhang, Felix X. Yu, Ruiqi Guo, Sanjiv Kumar, Shengjin Wang, Shih-Fu Chang. Fast orthogonal projection based on Kronecker product. In International Conference on Computer Vision (ICCV), 2015. details
  48. Masoud Mazloom, Amirhossein Habibian, Dong Liu, Cees GM Snoek, Shih-Fu Chang. Encoding Concept Prototypes for Video Event Detection and Summarization. In International Conference on Multimedia Retrieval (ICMR), 2015. details
  49. Ran Tao, Arnold WM Smeulders, Shih-Fu Chang. Attributes and Categories for Generic Instance Search from One Example. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Pages 177-186, 2015. details
  50. Xiao-Ming Wu, Zhenguo Li, Shih-Fu Chang. New Insights into Laplacian Similarity Search. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Pages 1949-1957, 2015. details
  51. Brendan Jou, Tao Chen, Nikolaos Pappas, Miriam Redi, Mercan Topkara, Shih-Fu Chang. Visual Affect Around the World: A Large-scale Multilingual Visual Sentiment Ontology. In Proceedings of the 23st ACM international conference on Multimedia, 2015. details
  52. Yinxiao Li, Danfei Xu, Yonghao Yue, Yan Wang, Shih-Fu Chang, Eitan Grinspun, Peter K. Allen. Regrasping and Unfolding of Garments Using Predictive Thin Shell Modeling. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2015. details
  53. Wei Liu, Cun Mu, Rongrong Ji, Shiqian Ma, John R. Smith, Shih-Fu Chang. Low-Rank Similarity Metric Learning in High Dimensions. In AAAI Conference on Artificial Intelligence (AAAI), Austin, Texas, USA, 2015. details
  54. Guangnan Ye, Yitong Li, Hongliang Xu, Dong, Liu, Shih-Fu Chang. EventNet: A large scale Structured Concept Library for Complex Event Detection in Video. In ACM International Conference On Multimedia (ACM MM), Brisbane, Australia, October 2015. details
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  56. Joseph G Ellis, W Sabrina Lin, Ching-Yung Lin, Shih-Fu Chang. Predicting Evoked Emotions in Video. In Multimedia (ISM), 2014 IEEE International Symposium on, Pages 287-294, 2014. details
  57. 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
  58. 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
  59. 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
  60. 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
  61. Wei Zhang, Hongzhi Li, Chong-Wah Ngo, Shih-Fu Chang. Scalable Visual Instance Mining with Threads of Features. In ACM Multimedia, November 2014. details
  62. 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
  63. 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
  64. Brendan Jou, Subhabrata Bhattacharya, Shih-Fu Chang. Predicting Viewer Perceived Emotions in Animated GIFs. In ACM Multimedia, Grand Challenge, November 2014. details
  65. 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
  66. 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
  67. 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
  68. 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
  69. Felix Yu, Sanjiv Kumar, Yunchao Gong, Shih-Fu Chang. Circulant Binary Embedding. In International Conference on Machine Learning (ICML) (oral), June 2014. details
  70. 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
  71. 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
  72. 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
  73. 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
  74. 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
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  76. 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
  77. 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
  78. 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
  79. 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
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  81. 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
  82. 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
  83. 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
  84. 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
  85. 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
  86. 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
  87. 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
  88. 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
  89. 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
  90. 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
  91. 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
  92. Yadong Mu, John Wright, Shih-Fu Chang. Accelerated Large Scale Optimization by Concomitant Hashing. In European Conference on Computer Vision (ECCV), 2012. details
  93. 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
  94. 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
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  97. 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
  98. 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
  99. 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
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  101. 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
  102. 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
  103. 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
  104. 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
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  106. 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
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  113. 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
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  115. 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
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  117. 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
  118. 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
  119. 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
  120. 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
  121. 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
  122. 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
  123. 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
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  128. 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
  129. 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
  130. 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
  131. 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
  132. 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
  133. 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
  134. 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
  135. 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
  136. 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
  137. 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
  138. 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
  139. 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
  140. 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
  141. Jun Wang, Tony Jebara, Shih-Fu Chang. Graph Transduction via Alternating Minimization. In International Conference on Machine Learning (ICML), Helsinki, Finland, July 2008. details
  142. 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
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  144. 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
  145. 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
  146. 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
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  148. Alexander C. Loui, Jiebo Luo, Shih-Fu Chang, Dan Ellis, Wei Jiang, Lyndon Kennedy, Keansub Lee, Akira Yanagawa. Kodak¡¯s Consumer Video Benchmark Data Set: Concept Definition and Annotation. In ACM SIGMM International Workshop on Multimedia Information Retrieval, Germany, September 2007. details
  149. 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
  150. 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
  151. 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
  152. 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
  153. 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
  154. 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
  155. 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
  156. 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
  157. 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
  158. 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
  159. 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
  160. 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
  161. 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
  162. 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
  163. 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
  164. 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
  165. 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
  166. Winston Hsu, Lyndon Kennedy, Shih-Fu Chang. Video Search Reranking via Information Bottleneck Principle. In ACM Multimedia, Santa Babara, CA, USA, 2006. details
  167. 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
  168. 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
  169. 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
  170. 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
  171. 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
  172. 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
  173. 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
  174. 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
  175. Lyndon Kennedy, Paul Natsev, Shih-Fu Chang. Automatic Discovery of Query Class Dependent Models for Multimodal Search. In ACM Multimedia, Singapore, November 2005. details
  176. 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
  177. 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
  178. 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 and Donqing Zhang. IBM Research TRECVID-2004 Video Retrieval System. In NIST TRECVID 2004 Workshop, Gaithersburg, MD, 2004. details
  179. 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
  180. 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
  181. 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
  182. Tian-Tsong Ng, Shih-Fu Chang. A Model for Image Splicing. In IEEE International Conference on Image Processing (ICIP), Singapore, October 2004. details
  183. 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
  184. 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
  185. 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
  186. 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
  187. 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
  188. 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
  189. 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
  190. 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
  191. 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
  192. 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
  193. 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
  194. 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
  195. 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
  196. 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
  197. 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
  198. 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
  199. 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
  200. 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
  201. 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
  202. 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
  203. 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
  204. Dongqing Zhang, Shih-Fu Chang. Event Detection in Baseball Video Using Superimposed Caption Recognition. In ACM Multimedia, Jean Les Pins, France, December 2002. details
  205. 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
  206. 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
  207. 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
  208. 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
  209. 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
  210. 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
  211. 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
  212. 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
  213. 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
  214. 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
  215. 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
  216. 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
  217. 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
  218. 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
  219. 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
  220. 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
  221. 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
  222. Di Zhong, Rajendran Kumar, Shih-Fu Chang. Real-Time Personalized Sports Video Filtering and Summarization. In ACM Multimedia, Ottawa, Ontario, Canada, November 2001. details
  223. 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
  224. 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
  225. 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
  226. 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
  227. Ching-Yung Lin, Shih-Fu Chang. SARI: Self-Authentication-and-Recovery Image Watermarking System. In ACM Multimedia, Ottawa, Canada, October 2001. details
  228. 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
  229. 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
  230. 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
  231. 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
  232. 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
  233. 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
  234. 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
  235. 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
  236. 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
  237. 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
  238. 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
  239. 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
  240. 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
  241. 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
  242. 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
  243. 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
  244. 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
  245. 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
  246. 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
  247. 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
  248. 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
  249. 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
  250. 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
  251. 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
  252. 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
  253. 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
  254. 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
  255. 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
  256. 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
  257. 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
  258. 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
  259. 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
  260. 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
  261. 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
  262. 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
  263. 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
  264. 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
  265. 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
  266. 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
  267. 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
  268. 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
  269. 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
  270. Horace Jianhao Meng, Shih-Fu Chang. CVEPS: A Compressed Video Editing and Parsing System. In ACM Multimedia, Boston, MA, November 1997. details
  271. 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
  272. 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
  273. 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
  274. 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
  275. 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
  276. 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
  277. John R. Smith, Shih-Fu Chang. VisualSEEk: a Fully Automated Content-Based Image Query System. In ACM Multimedia, Boston, MA, November 1996. details
  278. 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
  279. 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
  280. 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
  281. 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
  282. 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
  283. 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
  284. 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
  285. 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
  286. 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
  287. 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
  288. 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
  289. 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
  290. 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
  291. 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
  292. 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
  293. 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
  294. 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
  295. 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
  296. 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
  297. 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
  298. 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
  299. 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
  300. John R. Smith, Shih-Fu Chang. Quad-Tree Segmentation for Texture-Based Image Query. In ACM Multimedia, San Francisco, CA, October 1994. details
  301. Shih-Fu Chang, Dimitris Anastassiou, Alexandros Eleftheriadis, Horace Jianhao Meng and 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
  302. 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
  303. 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
  304. Shih-Fu Chang, David G. Messerschmitt. Transform Coding of Arbitrarily-Shaped Image Segments. In 1st ACM Multimedia Conference, Anaheim, CA, August 1993. details
  305. 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
  306. 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. Brendan Jou, Shih-Fu Chang. Going Deeper for Multilingual Visual Sentiment Detection. Research Report arXiv preprint arXiv:1605.09211, 2016. details download
  2. Jun Wang, Wei Liu, Sanjiv Kumar, Shih-Fu Chang. Learning to Hash for Indexing Big Data - A Survey. Research Report arXiv preprint, arXiv:1509.05472, 2015, 2015. details download
  3. Xu Zhang, Felix Xinnan Yu, Shih-Fu Chang, Shengjin Wang. Deep Transfer Network: Unsupervised Domain Adaptation. Research Report arXiv preprint arXiv:1503.00591, 2015. details download
  4. 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. Research Report arXiv preprint arXiv:1502.07209, 2015. details download
  5. Yu Cheng, Felix X Yu, Rogerio S Feris, Sanjiv Kumar, Alok Choudhary, Shih-Fu Chang. Fast Neural Networks with Circulant Projections. Research Report arXiv preprint arXiv:1502.03436, 2015. details download
  6. Yan Wang, Jue Wang, Shih-Fu Chang. CamSwarm: Instantaneous Smartphone Camera Arrays for Collaborative Photography. Research Report arXiv preprint arXiv:1507.01148, 2015. details download
  7. Yan Wang, Jue Wang, Shih-Fu Chang. PanoSwarm: Collaborative and Synchronized Multi-Device Panoramic Photography. Research Report arXiv preprint arXiv:1507.01147, 2015. details download
  8. Felix X Yu, Sanjiv Kumar, Henry Rowley, Shih-Fu Chang. Compact Nonlinear Maps and Circulant Extensions. Research Report arXiv preprint arXiv:1503.03893, 2015. details download
  9. Felix X Yu, Krzysztof Choromanski, Sanjiv Kumar, Tony Jebara, Shih-Fu Chang. On Learning from Label Proportions. Research Report arXiv preprint arXiv:1402.5902, 2014. details download
  10. Tao Chen, Damian Borth, Trevor Darrell, Shih-Fu Chang. DeepSentiBank: Visual Sentiment Concept Classification with Deep Convolutional Neural Networks. 2014. details
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. Barry Rafkind, Shih-Fu Chang. Angular Radial Edge Histogram. ADVENT Technical Report #218-2006-4 Columbia University, November 2006. details
  18. 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
  19. 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
  20. 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
  21. 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
  22. 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
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. Ana B. Benitez, Shih-Fu Chang. Organization and Browsing of Annotated Images Using Multiresolution Knowledge Networks. ADVENT Technical Report #007 Columbia University, 2003. details
  33. 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
  34. Dongqing Zhang, Shih-Fu Chang. Accurate Overlay Text Extraction for Digital Video Analysis. ADVENT Technical Report #005 Columbia University, 2002. details
  35. 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
  36. 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
  37. Ana B. Benitez, Shih-Fu Chang. Perceptual Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #001 Columbia University, August 2002. details
  38. Ana B. Benitez, Shih-Fu Chang. Semantic Knowledge Construction from Annotated Image Collections. ADVENT Technical Report #002, 2002 Columbia University, August 2002. details
  39. Ana B. Benitez, Shih-Fu Chang. Multimedia Knowledge Integration, Summarization and Evaluation. ADVENT Technical Report #003 Columbia University, July 2002. details
  40. 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
  41. 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
  42. Di Zhong, Shih-Fu Chang. Video Shot Detection Combining Multiple Visual Features. ADVENT Technical Report #092 Columbia University, December 2000. details
  43. Di Zhong, Shih-Fu Chang. Structure Parsing and Event Detection for Sports Video. ADVENT Technical Report #091 Columbia University, December 2000. details
  44. 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
  45. 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
  46. 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
  47. 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
  48. 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
  49. Shih-Fu Chang, John R. and Hualu Wang Smith. Automatic Feature Extraction and Indexing for Content-Based Visual Query. CU/CTR Technical Report 408-95-14 Columbia University, 1995. details
  50. Hualu Wang, Shih-Fu Chang. Adaptive Image Matching in the Subband Domain. CU/CTR Technical Report 422-95-28 Columbia University, 1995. details

  1. Xavier Alameda-Pineda, Miriam Redi, Mohammad Soleymani, Nicu Sebe, Shih-Fu Chang, Samuel Gosling. Special section on multimodal understanding of social, affective, and subjective attributes. 2019. details

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