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http://dx.doi.org/10.7472/jksii.2013.14.2.1

A Tag Clustering and Recommendation Method for Photo Categorization  

Won, Ji-Hyeon (Dept. of Multimedia Science, Sookmyung Women's University)
Lee, Jongwoo (Dept. of Multimedia Science, Sookmyung Women's University)
Park, Heemin (Dept. of Computer Software Engineering, Sangmyung University)
Publication Information
Journal of Internet Computing and Services / v.14, no.2, 2013 , pp. 1-13 More about this Journal
Abstract
Recent advance and popularization of smart devices and web application services based on cloud computing have made end-users to directly produce and, at the same time, consume the image contents. This leads to demands of unified contents management services. Thus, this paper proposestag clustering method based on semantic similarity for effective image categorization. We calculate the cost of semantic similarity between tags and cluster tags that are closely related. If tags are in a cluster, we suppose that images with them are also in a same cluster. Furthermore, we could recommend tags for new images on the basis of initial clusters.
Keywords
Tag Categorization; Tag Recommendation; Clustering; Photo Contents; Photo Management;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
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1 Yu Zheng, Longhao Wang, Ruochi Zhang, Xing Xie and Wei-Ying Ma, "GeoLife: Managing and Understanding Your Past Life over Maps", Mobile Data Management, pp. 211-212, 2008.
2 Song, Tae Houn, Jeong, Soon Mook, Kim, Hyung Min, Kwon, Key Ho, Jeon, Jae Wook, "Direct Share: Photo Management System Based on Round-robin Concept-driven User Preference Feedback", KSII, the Korean Society for Internet Information, pp. 1346-1367, 2011.   과학기술학회마을   DOI
3 Picasa Web Album [Online]. Available: https://picasaweb.google.com/
4 Flickr [Online]. Available: http://www.flickr.com/
5 Till Quack , Bastian Leibe , Luc Van Gool, "World-scale Mining of Objects and Events from. Community Photo Collections", Proceedings 7th ACM international conference on image and video retrieval - CIVR '08, pp. 47-56, 2008.
6 Hong M. Chen, Ming H. Chang, Ping C. Chang, Ming C. Tien, Winston H. Hsu, Ja L. Wu, "SheepDog - Group and Tag Recommendation for Flickr Photos by Automatic Search-based Learning", In MM '08: Proceeding of the 16th ACM international conference on Multimedia, pp. 737-740, 2008
7 Mianwei Zhou, Shenghua Bao, Xian Wu and Yong Yu, "An Unsupervised Model for Exploring Hierarchical Semantics from Social Annotations", ISWC'07/ASWC'07, pp. 680-693, 2007.
8 Grigory Begelman et. Al, "Automated Tag Clustering: Improving search and exploration in the tag space", In Proc. of the Collaborative Web Tagging Workshop at WWW'06, 2006.
9 Onur Kucuktunc, Sare G. Sevil, A. Burak Tosun, Hilal Zitouni, Pinar Duygulu, and Fazli Can, "Tag Suggestr: Automatic Photo Tag Expansion Using Visual Information for Photo Sharing Websites", SEMANTIC MULTIMEDIA, pp. 61-73, 2008.
10 Hyunwoo Kim, Kangpyo Lee, Hyung-Joo Kim, "Tag Recommendation Algorithms in Tagging System", Journal of KIISE: Computing Practices and Letters, Vol. 16, No. 9, pp. 927-935, 2010.   과학기술학회마을
11 WordNet::Similarity [Online]. Available:http://marimba.d.umn.edu/cgi-bin/similarity/similarity.cgi
12 Siddharth Patwardhan, Satanjeev Banerjee, Ted Pedersen, "Using Measures of Semantic Relatedness for Word Sense Disambiguation", Springer, Computational Linguistics and Intelligent Text Processing, pp 241-257, 2003.
13 Christiane Fellbaum, "WordNet", Springer, Theory and Applications of Ontology: Computer Applications, pp 231-243, 2010.
14 Genetic algorithm [Online]. Available: http://en.wikipedia.org/wiki/Genetic_algorithm.