Computer VisionMedical Imaging Computational Photography Image RetrievalImage Segmentation Scene ClassificationLarge Scale Contextual Inference Machine
LearningPattern Recognition Random FieldPhoto Collection Multimedia Content Human-Centered Media Mobile Media Location-based service Geo Tagging Social Network
Heterogeneous Networks Social MediaData Mining Prediction ForecastCrowdsourcing
Jiebo Luo joined the University of Rochester in Fall 2011 after over fifteen years at Kodak Research Laboratories, where he was a Senior Principal Scientist leading research and advanced development. He has been involved in numerous technical conferences, including serving as the program co-chair of ACM Multimedia 2010 and IEEE CVPR 2012. He is the Editor-in-Chief of the Journal of Multimedia, and has served on the editorial boards of the IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Transactions on Multimedia, IEEE Transactions on Circuits and Systems for Video Technology, Pattern Recognition, Machine Vision and Applications, and Journal of Electronic Imaging. He has authored over 200 technical papers and 70 US patents. Dr. Luo is a Fellow of the SPIE, IEEE, and IAPR.
His research spans image processing, computer vision, machine learning, data mining, medical imaging, and ubiquitous computing. He has been an advocate for contextual inference in semantic understanding of visual data, and continues to push the frontiers in this area by incorporating geo-location context and social context. A recent research thrust focuses on exploiting social media for machine learning, data mining, and human-computer interaction, for example, mining the wisdom of crowds for social, political, and economic prediction and forecasting. He has published extensively in these fields with over 200 papers and 70 US patents.
Yao Zhou and Jiebo Luo, "A Practical Method for Counting Arbitrary Target Objects in an Arbitrary Scene," IEEE ICME, July 2013.
Hua Wang, Dhiraj Joshi, Jiebo Luo, and Heng Huang, "Simultaneous Image Annotation and Geo-Tag Prediction via Correlation Guided Structured Multi-Task Learning," IEEE Symposium on Multimedia (ISM), December 2012.
Youjie Zhou, Jiebo Luo, " Geo-Location Inference on News Articles via Multimodal pLSA," ACM Multimedia Conference, Nara, Japan, October 2012.
Xiaobin Xu, Tao Mei, Wenjun Zeng, Nenghai Yu, Jiebo Luo, "AMIGO: Accurate Mobile Image GeOtagging," ACM International Conference on Internet Multimedia Computing and Services, Wuhan, China, September 2012. (Best Paper)
Minwoo Park, Jiebo Luo, Andrew Gallagher, Majid Rabbani, “Learning to Produce 3D Media from a Captured 2D Video,” IEEE Trans. on Multimedia, to appear.
Minwoo Park, Jiebo Luo, Andrew Gallagher, “Towards Assessing and Improving the Quality of Stereo Images,” Special Issue on Emerging Techniques in 3D,IEEE Journal of Selected Topics in Signal Processing, 6(5): 460 - 470, 2012.
Siyu Xia, Ming Shao, Jiebo Luo, and Yun Fu, “Understanding Kin Relationships in a Photo,” Special Issue on Learning Semantics from Multimedia Web Resources, IEEE Trans. on Multimedia, 14(4): 1046-1056, 2012.
Lin Chen, Dong Xu, Ivor W. Tsang, Jiebo Luo, “Tag-based Image Retrieval Improved by SVM with Augmented Features and Group-based Refinement,” Special Issue on Learning Semantics from Multimedia Web Resources, IEEE Trans. on Multimedia, 14(4): 1057-1067, 2012.
Cong Yang, Junsong Yuan, Jiebo Luo, “Towards Scalable Summarization of Consumer Videos via Sparse Dictionary Selection,” Special Issue on Object and Event Classification in Large-Scale Video Collections, IEEE Trans. on Multimedia, 14(1): 66-75, February 2012.
Dhiraj Joshi, Ritendra Datta, Elena Fedorovskaya, Jia Li, James Z. Wang, Jiebo Luo, “Computational inference of aesthetics, mood, and emotion in images,” IEEE Signal Processing Magazine, 28(5): 94-115, September 2011.
Yiming Liu, Dong Xu, Ivor Tsang, Jiebo Luo, "Textual query of personal photos facilitated by large-scale web data," IEEE Trans. on Pattern Analysis and Machine Intelligence, 33(5): 1022-1036, May 2011.
Minwoo Park, Jiebo Luo, Robert Collions, Yanxi Liu, "Beyond GPS: Determining the viewing direction of a geotagged image," ACM Multimedia Conference, Firenze, Italy, October 2010.
Xiaobai Liu, Shuicheng Yan, Jiebo Luo, Jinhui Tang, ZhongYang Huang, Hai Jin, "Nonparametric Label-to-Region by Search," CVPR 2010.
Jingen Liu, Jiebo Luo, Mubarak Shah, "Recognizing Realistic Actions from Videos in the Wild," IEEE Conference on Computer Vision and Pattern Recognition, Miami, FL, June 2009. (Oral Presentation) (Project Page)
Liangliang Cao, Xin Jin, Zhijun Yin, Andrey Del Pozo, Jiebo Luo,Jiawei Han, Thomas S. Huang, "RankCompete: Simultaneous ranking and clustering of information networks," Neurocomputing, 95: 98-104, 2012.
Yahong Han, Fei Wu, Qi Tian, Yueting Zhuang, Jiebo Luo, "Correlated Attribute Transfer with Multi-task Graph-Guided Fusion," ACM Multimedia Conference, Nara, Japan, October 2012. (Long paper)
Lixin Duan, Dong Xu, Ivor Tsang, Jiebo Luo, “Visual Event Recognition in Videos by Learning from Web Data,” IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, CA, June 2010. (Best Student Paper) (Project Page)
Liangliang Cao, Jiebo Luo, Feng Liang, Thomas S. Huang, "Heterogeneous feature machines for visual recognition," ICCV 2009.
Junsong Yuan, Jiebo Luo, Ying Wu, "Mining compositional features for boosting," CVPR 2008.
social media data mining
Ge Ma and Jiebo Luo, "Is A Social Picture Worth 1000 Votes? Analyzing the Sentiment of Election Related Photos," IEEE ICME, July 2013.
Xin Jin, Jie Yu, Jiawei Han, Jiebo Luo, “Reinforced retrieval in image-rich information networks via integration of link and content based similarities,” IEEE Trans. on Knowledge Discovery and Engineering, 25(2): pp 448-460, Feb. 2013.
Xin Jin, Cindy Lin, Jiebo Luo, Jiawei Han, “SocialSpamGuard: A Data Mining-based Spam Detection System for Social Media Networks,” Demo Paper, International Conference on Very Large Data Bases (VLDB), Seattle, WA, August 2011.
Xin Jin, Chi Wang, Jiebo Luo, Jiawei Han, “LikeMiner: A System for Mining the Power of ’Like’ in Social Media Networks,” Demo Paper, International Conference on Knowledge Discovery and Data Mining (KDD), San Diego, CA, August 2011.
Zhijun Yin, Liangliang Cao, Jiawei Han, Jiebo Luo, and Thomas Huang, “Diversified Trajectory Pattern Ranking in Geo-tagged Social Media,” SIAM Conference on Data Mining (SDM), Mesa, AZ, April 2011.
Xin Jin, Andrew Gallagher, Jiawei Han, Jiebo Luo, “Wisdom of Social Multimedia: Using Flickr for Prediction and Forecast,” ACM Multimedia Conference, Brave and New Ideas Track, Firenze, Italy, October 2010. (Long Paper)
Jie Yu, Xin Jin, Jiawei Han, Jiebo Luo, “Collection-based sparse label propagation and its application to social group suggestion from photos,” ACM Transactions on Intelligent Systems and Technology, 2(2): , February 2011.
Liangliang Cao, Jiebo Luo, Andrew Gallagher, Thomas Huang, “A Worldwide Tourism Recommendation System Based on Geotagged Web Photos,” IEEE International Conference on Acoustic, Speech and Signal Processing, Dallas, TX, April 2010.
human computer interaction
Vivek K. Singh, Jiebo Luo, Dhiraj Joshi, Phoury Lei, Madirakshi Das, Peter Stubler, "Reliving on demand: a total viewer experience," ACM international conference on Multimedia, November 2011.
Dhruv Batra, Adarsh Kowdle, Devi Parikh, Jiebo Luo, and Tsuhan Chen, "iCoSeg: Interactive Co-segmentation of Objects in Image Collections," IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, CA, June 2010.
biomedical analytics and informatics
Tianli Yu, Jiebo Luo, Narendra Ahuja, "Search strategies for shape regularized active contour," Computer Vision and Image Understanding 113(10): 1053-1063, 2009.
Hui Luo, Jiebo Luo, "Robust online orientation correction for radiographs in PACS environments," IEEE Trans. Med. Imaging 25(10): 1370-1379, 2006.
mobile and pervasive computing
Heng Liu, Tao Mei, Jiebo Luo, Houqiang Li, Shipeng Li, "Finding Perfect Rendezvous On the Go: Accurate Mobile Visual Localization and Its Applications to Routing," ACM Multimedia Conference, Nara, Japan, October 2012. (Long paper, Best Paper Candidate)
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