Conferences

2019

1. 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.
2. Philipp Blandfort, Desmond U Patton, William R Frey, Svebor Karaman, Surabhi Bhargava, Fei-Tzin Lee, Siddharth Varia, Chris Kedzie, Michael B Gaskell, Rossano Schifanella, others. Multimodal social media analysis for gang violence prevention. In Proceedings of the International AAAI conference on web and social media, Volume 13, Pages 114-124, 2019.
3. 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.
4. 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.
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.
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.
7. 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.
8. 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.
9. 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.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.

2018

1. 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.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. Zheng Shou, Hang Gao, Lei Zhang, Kazuyuki Miyazawa, Shih-Fu Chang. AutoLoc: Weakly-supervised Temporal Action Localization in Untrimmed Videos. In ECCV, 2018.
8. 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.
9. 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.

2017

1. Jie Feng, Svebor Karaman, Shih-Fu Chang. Deep Image Set Hashing. In Applications of Computer Vision (WACV), 2017 IEEE Winter Conference on, 2017.
2. 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.
3. 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.
4. 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.
5. Xu Zhang, Felix X. Yu, Sanjiv Kumar, Shih-Fu Chang. Learning Spread-out Local Feature Descriptors. In International Conference on Computer Vision (ICCV), 2017.
6. 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.
7. 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.

2016

1. Clare R. Voss, Fangbo Tao, Xiang Ren, Rachel Guan, Rostyslav Korolov, Tongtao Zhang, Dongang Wang, Hongzhi Li, Taylor Cassidy, Heng Ji, Shih-fu Chang, Jiawei Han, William Wallace, James Hendler, Mei Si Di Lu, Lance Kaplan. Cross-media Event Extraction and Recommendation. In Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics-Human Language Technologies, 2016.
2. 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.
3. 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.
4. 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.
5. Bingchen Gong, Brendan Jou, Felix Yu, Shih-Fu Chang. Tamp: A Library for Compact Deep Neural Networks with Structured Matrices. In ACM International Conference on Multimedia, Amsterdam, The Netherlands, 2016.
6. Brendan Jou, Shih-Fu Chang. Deep Cross Residual Learning for Multitask Visual Recognition. In ACM International Conference on Multimedia, Amsterdam, The Netherlands, 2016.
7. Brendan Jou, Margaret Yuying Qian, Shih-Fu Chang. SentiCart: Cartography & Geo-contextualization for Multilingual Visual Sentiment. In ACM International Conference on Multimedia Retrieval (ICMR), 2016.
8. Hongzhi Li, Joseph G. Ellis, Heng Ji, Shih-Fu Chang. Event Specific Multimodal Pattern Mining for Knowledge Base Construction. In Proceedings of the 24th ACM international conference on Multimedia, Amsterdam, The Netherlands, 2016.
9. 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.
10. 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.
11. Nikolaos Pappas, Miriam Redi, Mercan Topkara, Brendan Jou, Hongyi Liu, Tao Chen, Shih-Fu Chang. Multilingual Visual Sentiment Concept Matching. In ACM International Conference on Multimedia Retrieval (ICMR), 2016.
12. 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.
13. Emily Song, Joseph G Ellis, Hongzhi Li, Shih-Fu Chang. Watching What and How Politicians Discuss Various Topics: A Large-Scale Video Analytics UI. In Proceedings of the 2016 ACM on International Conference on Multimedia Retrieval, Pages 401-404, 2016.
14. 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.

2015

1. 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.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. 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.
10. 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.
11. 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.
12. Hongliang Xu, Guangnan Ye, Yitong Li, Dong, Liu, Shih-Fu Chang. Large Video Event Ontology Browsing, Search and Tagging (EventNet Demo). In ACM International Conference On Multimedia (ACM MM), Brisbane, Australia, October 2015.
13. 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.

2014

1. 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.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. Brendan Jou, Subhabrata Bhattacharya, Shih-Fu Chang. Predicting Viewer Perceived Emotions in Animated GIFs. In ACM Multimedia, Grand Challenge, November 2014.
8. 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.
9. Wei Zhang, Hongzhi Li, Chong-Wah Ngo, Shih-Fu Chang. Scalable Visual Instance Mining with Threads of Features. In ACM Multimedia, November 2014.
10. 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.
11. 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.
12. 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.
13. 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.
14. Go Irie, Zhenguo Li, Xiao-Ming Wu, Shih-Fu Chang. Locally Linear Hashing for Extracting Non-linear Manifolds. In International Conference on Computer Vison and Pattern Recognition (CVPR), June 2014.
15. 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.
16. 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.
17. Felix Yu, Sanjiv Kumar, Yunchao Gong, Shih-Fu Chang. Circulant Binary Embedding. In International Conference on Machine Learning (ICML) (oral), June 2014.
18. Subhabrata Bhattacharya, Felix X. Yu, Shih-Fu Chang. Minimally Needed Evidence for Complex Event Recognition in Unconstrained Videos. In ACM International Conference on Multimedia Retrieval (ICMR), full paper (oral), April 2014.
19. 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.
20. Ying Cui, Dong Liu, Jiawei, Chen, Shih-Fu Chang. Building A Large Concept Bank for Representing Events in Video. In arXiv preprint, April 2014.

2013

1. 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.
2. 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.
3. Guangnan Ye, Dong Liu, Jun Wang, Shih-Fu Chang. Large-Scale Video Hashing via Structure Learning. In International Conference on Computer Vision (ICCV), 2013.
4. 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.
5. 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.
6. 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.
7. Brendan Jou, Hongzhi Li, Joseph G. Ellis, Daniel Morozoff, Shih-Fu Chang. Structured Exploration of Who, What, When, and Where in Heterogeneous Multimedia News Sources. In ACM Multimedia, Grand Challenge, October 2013.
8. 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.
9. 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.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.
15. 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.

2012

1. Liangliang Cao, Yadong Mu, Natsev Apostol, Shih-Fu Chang, Gang Hua, John R. Smith. Scene Aligned Pooling for Complex Video Recognition. In European Conference on Computer Vision (ECCV), 2012.
2. 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.
3. Junfeng He, Sanjiv Kumar, Shih-Fu Chang. On the Difficulty of Nearest Neighbor Search. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. Wei Liu, Jun Wang, Yadong Mu, Sanjiv and Chang, Shih-Fu Kumar. Compact Hyperplane Hashing with Bilinear Functions. In International Conference on Machine Learning (ICML), Edinburgh, Scotland, 2012.
10. Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang. Compact Hashing for Mixed Image-Keyword Query over Multi-Label Images. In ACM International Conference on Multimedia Retrieval (ICMR), 2012.
11. Wei Liu, Jun Wang, Rongrong Ji, Yu-Gang Jiang, Shih-Fu Chang. Supervised Hashing with Kernels. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR) (Oral session), 2012.
12. Yadong Mu, John Wright, Shih-Fu Chang. Accelerated Large Scale Optimization by Concomitant Hashing. In European Conference on Computer Vision (ECCV), 2012.
13. 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.
14. Guangnan Ye, I-Hong Jhuo, Dong Liu, Yu-Gang Jiang, D.T. Lee, Shih-Fu Chang. Joint Audio-Visual Bi-Modal Codewords for Video Event Detection. In ACM International Conference on Multimedia Retrieval (ICMR), 2012.
15. 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.
16. 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.
17. Liangliang Cao, Zhenguo Li, Yadong Mu, Shih-Fu Chang. Submodular Video Hashing: A Unified Framework Towards Video Pooling and Hashing. In ACM Multimedia, Nara, Japan, November 2012.

2011

1. Chen-Kuo Chiang, Chih-Hsueh Duan, Shang-Hong Lai, Shih-Fu Chang. Learning Component-Level Sparse Representation Using Histogram Information for Image Classification. In International Conference on Computer Vision (ICCV), 2011.
2. Junfeng He, Tai-Hsu Lin, Jinyuan Feng, Shih-Fu Chang. Mobile product search with bag of hash bits. In Proceeding of ACM International Conference on Multimedia (ACM MM), demo paper, 2011.
3. Rongrong Ji, Ling-Yu Duan, Hongxun Yao, Yong Rui, Shih-Fu Chang, Wen Gao. Towards low bit rate mobile visual search with multiple-channel coding. In Proceeding of ACM international conference on Multimedia (ACM MM), full paper, 2011.
4. Yu-Gang Jiang, Guangnan Ye, Shih-Fu Chang, Daniel Ellis, Alexander C. Loui. Consumer Video Understanding: A Benchmark Database and An Evaluation of Human and Machine Performance. In Proceedings of ACM International Conference on Multimedia Retrieval (ICMR), oral session, 2011.
5. Yu-Gang Jiang, Jun Wang, Shih-Fu Chang. Lost in Binarization: Query-Adaptive Ranking for Similar Image Search with Compact Codes. In Proceedings of ACM International Conference on Multimedia Retrieval (ICMR), oral session, 2011.
6. Wei Liu, Jun Wang, Sanjiv Kumar, Shih-Fu Chang. Hashing with Graphs. In International Conference on Machine Learning (ICML), Bellevue, WA, USA, 2011.
7. 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.
8. Felix X. Yu, Rongrong Ji, Tongtao Zhang, Shih-Fu Chang. A mobile location search system with Active Query Sensing. In Proceeding of ACM International Conference on Multimedia (ACM MM), demo paper, 2011.
9. P. Natarajan et al. BBN VISER TRECVID 2011 Multimedia Event Detection System. In NIST TRECVID Workshop, Gaithersburg, MD, December 2011.
10. 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.
11. Junfeng He, Regunathan Radhakrishnan, Shih-Fu Chang, Claus Bauer. Compact Hashing with Joint Optimization of Search Accuracy and Time. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), oral session, June 2011.
12. 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.

2010

1. Yu-Gang Jiang, Xiaohong Zeng, Guangnan Ye, Subhabrata Bhattacharya, Dan Ellis, Mubarak Shah, Shih-Fu Chang. Columbia-UCF TRECVID2010 Multimedia Event Detection: Combining Multiple Modalities, Contextual Concepts, and Temporal Matching. In NIST TRECVID Workshop, Gaithersburg, MD, November 2010.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. 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.

2009

1. 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.
2. Wei Jiang, Courtenay Cotton, Shih-Fu Chang, Dan Ellis, Alexander C. Loui. Short-Term Audio-Visual Atoms for Generic Video Concept Classification. In Proceeding of ACM international conference on Multimedia (ACM MM), October 2009.
3. Yu-Gang Jiang, Chong-Wah Ngo, Shih-Fu Chang. Semantic Context Transfer across Heterogeneous Sources for Domain Adaptive Video Search. In Proceeding of ACM international conference on Multimedia (ACM MM), October 2009.
4. Jun Wang, Eric Pohlmeyer, Barbara Hanna, Yu-Gang Jiang, Paul Sajda, Shih-Fu Chang. Brain State Decoding for Rapid Image Retrieval. In Proceeding of the ACM international conference on Multimedia (ACM MM), October 2009.
5. Yu-Gang Jiang, Jun Wang, Shih-Fu Chang, Chong-Wah Ngo. Domain Adaptive Semantic Diffusion for Large Scale Context-Based Video Annotation. In International Conference on Computer Vision (ICCV), Kyoto, Janpan, September 2009.
6. 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.
7. 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.
8. 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.
9. 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.

2008

1. Y.-F. Hsu, S.-F. Chang. Statistical Fusion of Multiple Cues for Image Tampering Detection. In Asilomar Conference on Signals, Systems, and Computers, 2008.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. 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.
10. Jun Wang, Tony Jebara, Shih-Fu Chang. Graph Transduction via Alternating Minimization. In International Conference on Machine Learning (ICML), Helsinki, Finland, July 2008.
11. 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.
12. 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.
13. Jun Wang, Shih-Fu Chang, Xiabo Zhou, T. C. Stephen Wong. Active Microscopic Cellular Image Annotation by Superposable Graph Transduction with Imbalanced Labels. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, USA, June 2008.
14. 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.

2007

1. Shih-Fu Chang, Wei Jiang, Akira Yanagawa, Eric Zavesky. Columbia University TRECVID2007 High-Level Feature Extraction. In NIST TRECVID Workshop, Gaithersburg, MD, November 2007.
2. 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.
3. Shih-Fu Chang, Dan Ellis, Wei Jiang, Keansub Lee, Akira Yanagawa, Alexander C. Loui, Jiebo Luo. Large-Scale Multimodal Semantic Concept Detection for Consumer Video. In ACM SIGMM International Workshop on Multimedia Information Retrieval, Germany, September 2007.
4. 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.
5. Eric Zavesky, Zhu Liu, David Gibbon, Behzad Shahraray. Searching Visual Semantic Spaces with Concept Filters. In IEEE International Conference on Semantic Computing, Irvine, California, September 2007.
6. 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.
7. 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.
8. 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.
9. Zhu Liu, David Gibbon, Eric Zavesky, Behzad Shahraray, Patrick Haffner. A Fast, Comprehensive Shot Boundary Determination System. In IEEE International Conference on Multimedia and Expo, Pages 1487-1490, Beijing, China, July 2007.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.
15. 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.
16. 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.
17. 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.

2006

1. 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.
2. 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.
3. Winston Hsu, Lyndon Kennedy, Shih-Fu Chang. Video Search Reranking via Information Bottleneck Principle. In ACM Multimedia, Santa Babara, CA, USA, 2006.
4. 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.
5. 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.
6. Lexing Xie, Shih-Fu Chang. Pattern Mining In Visual Concept Streams. In IEEE International Conference on Multimedia and Expo (ICME 06), Toronto, Canada, 2006.
7. 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.
8. 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.
9. 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.
10. 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.
11. 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.
12. 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.

2005

1. 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.
2. 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.
3. Lyndon Kennedy, Paul Natsev, Shih-Fu Chang. Automatic Discovery of Query Class Dependent Models for Multimodal Search. In ACM Multimedia, Singapore, November 2005.
4. Tian-Tsong Ng, Shih-Fu Chang and Yu-Feng Hsu, Lexing Xie, Mao-Pei Tsui. Physics-Motivated Features for Distinguishing Photographic Images and Computer Graphics. In ACM Multimedia, Singapore, November 2005.
5. Yong Wang, Tong Zhang, Daniel Tretter. Real Time Video Motion Analysis Toward Semantic Understanding. In SPIE Video Communications and Image Processing (VCIP), Beijing, China, July 2005.
6. 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.
7. 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.

2004

1. 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.
2. 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.
3. Tian-Tsong Ng, Shih-Fu Chang. A Model for Image Splicing. In IEEE International Conference on Image Processing (ICIP), Singapore, October 2004.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. 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.
10. 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.
11. 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.
12. Lexing Xie, Patrick P�rez. Slightly Supervised Learning of Part-Based Appearance Models. In IEEE Workshop on Learning in Computer Vision and Pattern Recognition, Washington D. C, June 2004.
13. 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.
14. 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.
15. 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.
16. 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.
17. 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.
18. 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.

2003

1. Arnon Amir, Marco Berg, Shih-Fu Chang, Giridharan Iyengar, Ching-Yung Lin, Apostol Natsev, Chalapathy Neti, Harriet Nock, Milind Naphade, Winston Hsu, John R. Smith, Belle Tseng, Yi Wu, Dongqing Zhang. IBM Research TRECVID-2003 Video Retrieval System. In TRECVID 2003 Workshop, Gaithersburg, MD, November 2003.
2. 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.
3. Ana B. Benitez, Shih-Fu Chang. Image Classification Using Multimedia Knowledge Networks. In IEEE International Conference on Image Processing (ICIP), Barcelona, Spain, September 2003.
4. 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.
5. 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.
6. 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.
7. 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.
8. 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.
9. 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.
10. 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.

2002

1. 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.
2. 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.
3. Dongqing Zhang, Shih-Fu Chang. Event Detection in Baseball Video Using Superimposed Caption Recognition. In ACM Multimedia, Jean Les Pins, France, December 2002.
4. Ana B. Benitez, Hawley Rising, Corinne Jorgensen, Ricardo Leonardi, Alesandro Bugatti, Koiti Hasida, Rajiv Mehrotra, A. Murat Tekalp and Ahmet Ekin, Toby Walker. Semantics of Multimedia in MPEG-7. In IEEE International Conference on Image Processing (ICIP), Rochester, New York, September 2002.
5. 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.
6. 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.
7. Alejandro Jaimes, Tomio Echigo, Masayoshi Teraguchi, Fumiko Satoh. Learning Personalized Video Highlights from Detailed MPEG-7 Event Metadata. In IEEE International Conference on Image Processing (ICIP), Rochester, New York, September 2002.
8. 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.
9. 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.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.
15. 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.
16. 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.
17. 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.

2001

1. 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.
2. 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.
3. 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.
4. Arup Acharya, Mandis Beigi, Raymond Jennings, Reiner Sailer, Dinesh Verma. IPSECvalidate - A Tool to Validate IPSEC Configurations. In System Administration Conference, (LISA 2001), San Diego, CA, November 2001.
5. Mandis Beigi, Dinesh Verma. Network Prediction in a Policy-Based IP Network. In GlobeCom2001, San Antonio, TX, November 2001.
6. Di Zhong, Rajendran Kumar, Shih-Fu Chang. Real-Time Personalized Sports Video Filtering and Summarization. In ACM Multimedia, Ottawa, Ontario, Canada, November 2001.
7. 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.
8. 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.
9. 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.
10. Ching-Yung Lin, Shih-Fu Chang. SARI: Self-Authentication-and-Recovery Image Watermarking System. In ACM Multimedia, Ottawa, Canada, October 2001.
11. 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.
12. Ana B. Benitez, Di Zhong and Shih-Fu Chang, John R. Smith. MPEG-7 MDS Content Description Tools and Applications. In International Conference on Computer Analysis of Images and Patterns (ICAIP), Warsaw, Poland, September 2001.
13. 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.
14. 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.
15. 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.
16. 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.
17. Alejandro Jaimes, Fred Mintzer. Improving Quality of Digital Images of Art in Museum Collections. In IS&T Image Processing, Image Quality, Image Capture Systems Conference (PICS), Montreal, Canada, April 2001.
18. Mandis Beigi, Raymond Jennings, Dinesh Verma. Policy Based SLA Management in Enterprise Networks. In Workshop on Policies for Distributed Systems and Networks, Bristol, UK, January 2001.
19. Ana B. Benitez, John R. Smith. New Frontiers for Intelligent Content-Based Retrieval. In SPIE Conference on Storage and Retrieval for Media Databases (IS&T/SPIE), Volume 4315, San Jose, CA, January 2001.
20. 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.

2000

1. 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.
2. 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.
3. 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.
4. 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.
5. 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.
6. 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.
7. Rajendran Kumar, Shih-Fu Chang. Image Retrieval with Sketches and Compositions. In IEEE International Conference on Multimedia and Expo (ICME), New York, July 2000.
8. John R. Smith, Ana B. Benitez. Conceptual Modeling of Audio-Visual Content. In IEEE International Conference on Multimedia and Expo (ICME), New York, NY, July 2000.
9. 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.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.
15. 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.
16. 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.
17. 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.
18. Ching-Yung Lin, Min Wu, Yui-Man Lui, Jeffrey A. Bloom, Matt L. Miller, Ingemar J. Cox. Rotation, Scale, and Translation Resilient Public Watermarking for Images. In SPIE Security and Watermarking of Multimedia Contents II, EI '00, San Jose, CA, January 2000.

1999

1. 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.
2. Hair Kalva, Lai-Tee Cheok, Alexandros Eleftheriadis. MPEG-4 Systems and Applications. In ACM Multimedia, Orlando, FL, November 1999.
3. Huitao Luo, Alexandros Eleftheriadis. Designing an Interactive Tool for Video Object Segmentation and Annotation. In ACM Multimedia, Orlando, Florida, November 1999.
4. Ching-Yung Lin. Public Watermarking Surviving General Scaling and Cropping: an application for print-and-scan process. In Multimedia and Security Workshop at ACM Multimedia, Orlando, FL, October 1999.
5. Huitao Luo, Alexandros Eleftheriadis. Spatial Temporal Active Contour Interpolation for Semi-Automatic Video Object Generation. In IEEE International Conference on Image Processing (ICIP), Kobe, Japan, October 1999.
6. 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.
7. 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.
8. 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.
9. 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.
10. Mandis Beigi, Raymond Jennings, Dinesh Verma. Low Overhead Continuous Monitoring of IP Network Performance. In Society for Computer Simulations, SPECTS'99, Chicago, IL, July 1999.
11. 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.
12. 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.
13. 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.
14. Hair Kalva, Alexandros Eleftheriadis. Delivering MPEG-4 Content. In Packet Video 99, New York, NY, April 1999.
15. 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.
16. Alejandro Jaimes, Fred Mintzer, A. Ravishankar Rao, Gerhard Thompson. Segmentation and Automatic Descreening of Scanned Documents. In IS&T/SPIE Color Imaging: Device-Independent Color, Color Hardcopy, and Graphic Arts IV, San Jose, CA, January 1999.
17. 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.
18. 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.
19. A. Ravishankar Rao, Alejandro Jaimes. Digital Stereoscopic Imaging. In IS&T/SPIE Stereoscopic Displays and Applications X, San Jose, CA, January 1999.
20. 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.

1998

1. Yihan Fang, Alexandros Eleftheriadis. Automatic Generation of Entropy Coding Programs Using Flavor. In Workshop on Multimedia Signal Processing, Los Angeles, CA, December 1998.
2. 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.
3. 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.
4. 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.
5. Jae-Beom Lee, Jin-Soo Cho, Alexandros Eleftheriadis. Optimal Shape Coding Under Buffer Constraints. In IEEE International Conference on Image Processing (ICIP), Chicago, IL, October 1998.
6. Huitao Luo, Alexandros Eleftheriadis. Statistic Model Based Video Segmentation and Its Application to Very Low Bit Rate Video Coding. In IEEE Internation Conference on Image Processing (ICIP), Chicago, IL, October 1998.
7. 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.
8. 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.
9. 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.
10. Daby Sow, Alexandros Eleftheriadis. Representing Information with Computational Resource Bounds. In Asilomar Conference on Signals, Systems, and Computers (Invited Paper), February 1998.
11. 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.
12. 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.
13. Seungyup Paek, John R. Smith. Detecting Image Purpose in World-Wide Web Documents. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'98), San Jose, CA, January 1998.

1997

1. 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.
2. Alexandros Eleftheriadis. Flavor: A Language for Media Representation. In ACM Multimedia, Pages 1-9, Seattle, WA, November 1997.
3. Horace Jianhao Meng, Shih-Fu Chang. CVEPS: A Compressed Video Editing and Parsing System. In ACM Multimedia, Boston, MA, November 1997.
4. Stephen Jacobs, Alexandros Eleftheriadis. Real-Time Video on the Web using Dynamic Rate Shaping. In IEEE International Conference on Image Processing (ICIP), Santa Barbara, CA, October 1997.
5. 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.
6. Daby Sow, Alexandros Eleftheriadis. Algorithmic Representation of Visual Information. In IEEE International Conference on Image Processing (ICIP), Santa Barbara, CA, October 1997.
7. 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.
8. 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.
9. 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.
10. Alexandros Eleftheriadis. The MPEG-4 System Description Languages: From Practice to Theory. In IEEE International Symposium on Circuits and Systems (ISCAS'97) (Invited Paper), Hong Kong, June 1997.
11. Stephen Jacobs, Alexandros Eleftheriadis. Real-Time Dynamic Rate Shaping and Control for Internet Video Applications. In 1st IEEE Workshop on Multimedia Signal Processing (Invited Paper), Princeton, NJ, June 1997.
12. Daby Sow, Alexandros Eleftheriadis. Complexity Distortion Theory. In IEEE International Symposium on Information Theory and its Applications, Ulm, Germany, June 1997.
13. 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.
14. Stephen Jacobs, Alexandros Eleftheriadis. Adaptive Video Applications for Non-QoS Networks. In IFIP Fifth International Workshop on Quality of Service, New York, NY, May 1997.
15. Jae-Beom Lee, Alexandros Eleftheriadis. Motion Adaptive Model-Assisted Compatible Coding with Spatio-Temporal Scalability. In IS&T/SPIE Symposium on Electronic Imaging: Science and Technology (EI'97) - Visual Communications and Image Processing (VCIP), San Jose, CA, February 1997.
16. 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.

1996

1. John R. Smith, Shih-Fu Chang. VisualSEEk: a Fully Automated Content-Based Image Query System. In ACM Multimedia, Boston, MA, November 1996.
2. 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.
3. 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.
4. 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.
5. Yihan Fang, Alexandros Eleftheriadis. A Syntactic Framework for Bitstream-Level Representation of Audio-Visual Objects. In IEEE International Conference on Image Processing (ICIP), Lausanne, Switzerland, September 1996.
6. Jae-Beom Lee, Alexandros Eleftheriadis. Spatio-Temporal Model-Assisted Compatible Coding for Low and Very Low Bitrate Videotelephony. In IEEE International Conference on Image Processing (ICIP), Lausanne, Switzerland, September 1996.
7. Javier Zamora, Dimitris Anastassiou, Kand Ly. Cell Delay Variation Performance of CBR and VBR MPEG-2 Sources in an ATM Multiplexer. In 8th European Signal Processing Conference, Trieste, Italy, September 1996.
8. 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.
9. 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.
10. 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.
11. 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.
12. Stephen Jacobs, Alexandros Eleftheriadis. Video Pump Design for Interoperability with Set Top Units: The Case Against Small PDUs. In 6th International Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV'96), Pages 123-129, Zushi, Japan, April 1996.
13. 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.
14. 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.
15. 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.
16. 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.
17. 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.
18. 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.

1995

1. 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.
2. 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.
3. Alexandros Eleftheriadis. Architecting Video-on-Demand Systems: DAVIC 1.0 and Beyond. In International Symposium on Multimedia Communications and Video Coding (Invited Paper), Brooklyn, NY, October 1995.
4. Alexandros Eleftheriadis, Arnaud Jacquin. Low Bit Rate Model-Assisted H.261-Compatible Coding of Video. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995.
5. Alexandros Eleftheriadis, Dimitris Anastassiou. Constrained and General Dynamic Rate Shaping of Compressed Digital Video. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995.
6. Belle L. Tseng, Dimitris Anastassiou. A Theoretical Study on an Accurate Reconstruction of Multiview Images Based on the Viterbi Algorithm. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995.
7. John R. Smith, Shih-Fu Chang. Single Color Extraction and Image Query. In IEEE International Conference on Image Processing (ICIP), Washington, DC, October 1995.
8. Belle L. Tseng, Dimitris Anastassiou. Perceptual Adaptive Quantization of Stereoscopic Video Coding using MPEG-2's Temporal Scalability Structure. In International Workshop on Stereoscopic and Three Dimensional Imaging (IWS3DI'95), Santorini, Greece, September 1995.
9. Belle L. Tseng, Dimitris Anastassiou. A Multi-Viewpoint Digital Video Codec Utilizing Computer Graphics Tools and Image Warping Techniques Based on Perspective Constructions of Intermediate Viewpoint Images. In MPEG Contribution 95/278, Tokyo, Japan, July 1995.
10. Arnaud Jacquin, Alexandros Eleftheriadis. Automatic Location Tracking of Faces and Facial Features in Video Sequences. In International Workshop on Automatic Face and Gesture Recognition, Zurich, Switzerland, June 1995.
11. Alexandru Bogdan. The Fractal Pyramid with Applications to Image Coding. In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'95), Detroit, MI, May 1995.
12. 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.
13. 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.
14. 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.
15. Alexandros Eleftheriadis, Dimitris Anastassiou. Meeting Arbitrary QoS Constraints Using Dynamic Rate Shaping of Coded Digital Video. In 5th International Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV'95), Durham, New Hampshire, April 1995.
16. Alexandros Eleftheriadis, Sassan Pejhan, Dimitris Anastassiou. Address Management and Connection Control for Multicast Communication Applications. In IEEE Infocom'95 Conference, Boston, MI, April 1995.
17. 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.
18. 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.

1994

1. Alexandru Bogdan. Multiscale (Inter/Intra-Frame) Fractal Video Coding. In IEEE International Conference on Image Processing (ICIP), Austin, TX, November 1994.
2. Alexandros Eleftheriadis, Dimitris Anastassiou. Optimal Data Partitioning of MPEG-2 Coded Video. In Proceedings, 1994 International Conference on Image Processing (ICIP'94), Austin, TX, November 1994.
3. 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.
4. Belle L. Tseng, Dimitris Anastassiou. Compatible Video Coding of Stereoscopic Sequences using MPEG-2's Scalability and Interlaced Structure. In International Workshop on HDTV '94, Torino, Italy, October 1994.
5. John R. Smith, Shih-Fu Chang. Quad-Tree Segmentation for Texture-Based Image Query. In ACM Multimedia, San Francisco, CA, October 1994.
6. 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.
7. 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.
8. 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.
9. Sassan Pejhan, Alexandros Eleftheriadis, Dimitris Anastassiou. Multiparty Multimedia Communications Systems. In 2nd Iranian Conference on Electrical Engineering, Tehran, Iran, May 1994.

1993

1. Shih-Fu Chang, David G. Messerschmitt. Transform Coding of Arbitrarily-Shaped Image Segments. In 1st ACM Multimedia Conference, Anaheim, CA, August 1993.
2. Alexandros Eleftheriadis, Sassan Pejhan, Dimitris Anastassiou. Algorithms and Performance Evaluation of the Xphone Multimedia Communication System. In ACM Multimedia, Anaheim, CA, August 1993.
3. 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.

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