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Cluster-Based Landmark and Event Detection for Tagged Photo Collections
January-March 2011 (vol. 18 no. 1)
pp. 52-63
Symeon Papadopoulos, Centre for Research and Technology Hellas
Christos Zigkolis, Centre for Research and Technology Hellas
Yiannis Kompatsiaris, Centre for Research and Technology Hellas
Athena Vakali, Aristotle University

An image analysis scheme can automate the detection of landmarks and events in large image collections, significantly improving the content-consumption experience. The Web extra includes a video that illustrates a new approach for mining landmarks and events in large, tagged photo collections. View the same Web extra online at http://www.youtube.com/watch?v=UbZpj9BjfMg.

1. S. Fortunato, "Community Detection in Graphs," Physics Reports, vol. 486, 2010, pp. 75-174.
2. D.G. Lowe, "Distinctive Image Features from Scale-Invariant Keypoints," Int'l J. Computer Vision, vol. 60, no. 2, 2004, pp. 91-110 (software available at http://www.cs.ubc.ca/~lowekeypoints/).
3. K.E.A. Van de Sande, T. Gevers, and C.G.M. Snoek, "Evaluating Color Descriptors for Object and Scene Recognition," to be published in IEEE Trans. Pattern Analysis and Machine Intelligence, 2010.
4. R. Zhao and W.I. Grosky, "Narrowing the Semantic Gap—Improved Text-Based Web Document Retrieval Using Visual Features," IEEE Trans. Multimedia, vol. 4, no. 2, 2002, pp. 189-200.
5. X. Xu et al., "SCAN: A Structural Clustering Algorithm for Networks," Proc. 13th ACM SIGKDD Int'l Conf. Knowledge Discovery and Data Mining, ACM Press, 2007, pp. 824-833.
6. T. Quack, B. Leibe, and L. Van Gool, "World-Scale Mining of Objects and Events from Community Photo Collections," Proc. Int'l Conf. Content-Based Image and Video Retrieval, ACM Press, 2008, pp. 47-56.
7. X. Li, "Modeling and Recognition of Landmark Image Collections Using Iconic Scene Graphs," Proc. 10th European Conf. Computer Vision, LNCS 5302. Springer-Verlag, 2008, pp. 427-440.
8. L.S. Kennedy and M. Naaman, "Generating Diverse and Representative Image Search Results for Landmarks," Proc. 17th Int'l Conf. World Wide Web, ACM Press, 2008, pp. 297-306.
9. S. Papadopoulos et al., "Image Clustering through Community Detection on Hybrid Image Similarity Graphs," Proc. Int'l Conf. Image Processing, IEEE Press, 2010.
10. S. Papadopoulos et al., "ClustTour: City Exploration by use of Hybrid Photo Clustering," Technical Demos Program ACM Multimedia Int'l Conf., ACM Press, 2010.
1. Y.-T. Zheng et al., "Tour the World: Building a Web-Scale Landmark Recognition Engine," Proc. Int'l Conf. Computer Vision and Pattern Recognition, 2009.
2. X. Li, "Modeling and Recognition of Landmark Image Collections Using Iconic Scene Graphs," Proc. 10th European Conf. Computer Vision, LNCS 5302. Springer-Verlag, 2008, pp. 427-440.
3. L.S. Kennedy and M. Naaman, "Generating Diverse and Representative Image Search Results for Landmarks," Proc. 17th Int'l Conf. World Wide Web, ACM Press, 2008, pp. 297-306.
4. L. Chen and A. Roy, "Event Detection from Flickr Data through Wavelet-Based Spatial Analysis," Proc. 18th ACM Conf. Information and Knowledge Management, ACM Press, 2009, pp. 523-532.
5. H. Becker, M. Naaman, and L. Gravano, "Learning Similarity Metrics for Event Identification in Social Media," Proc. 3rd ACM Int'l Conf. Web Search and Data Mining, ACM Press, 2010, pp. 291-300.
6. D. Joshi and J. Luo, "Inferring Generic Activities and Events from Image Content and Bags of Geo-Tags," Proc. Int'l Conf. Content-Based Image and Video Retrieval, ACM Press, 2008, pp. 37-46.
7. T. Quack, B. Leibe, L. Van Gool, "World-Scale Mining of Objects and Events from Community Photo Collections," Proc. Int'l Conf. Content-Based Image and Video Retrieval, ACM Press, 2008, pp. 47-56.
8. T. Rattenbury, N. Good, and M. Naaman, "Towards Automatic Extraction of Event and Place Semantics from Flickr Tags," Proc. 30th Ann. Int'l ACM Sigir Conf. Research and Development in Information Retrieval, ACM Press, 2007, pp. 103-110.

Index Terms:
Web mining, multimedia information systems, clustering
Citation:
Symeon Papadopoulos, Christos Zigkolis, Yiannis Kompatsiaris, Athena Vakali, "Cluster-Based Landmark and Event Detection for Tagged Photo Collections," IEEE Multimedia, vol. 18, no. 1, pp. 52-63, Jan.-March 2011, doi:10.1109/MMUL.2010.68
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