Automatic construction of a Folksonomy-based visual ontology

Proceedings - 2010 IEEE International Symposium on Multimedia, ISM 2010

Volumn , Issue , 2010, Pages 330-335

  Kawakubo, Hidetoshi ^a   Akima, Yuuta ^a   Yanai, Keiji ^a  

^a UNIVERSITY OF ELECTRO COMMUNICATIONS   (Japan)

Author keywords

DAG; Flickr; Folksonomy; PLSA; Social media; Visual ontology

Indexed keywords

DAG; FLICKR; FOLKSONOMIES; PLSA; SOCIAL MEDIA; VISUAL ONTOLOGY;

CLASSIFICATION (OF INFORMATION); DATABASE SYSTEMS; IMAGE RETRIEVAL; SEARCH ENGINES;

ONTOLOGY;

EID: 79951737336     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISM.2010.57     Document Type: Conference Paper

References (13)

1. C. Fellbaum, Ed., WordNet: An Electronic Lexical Database, The MIT Press, 2000.
2. J. Tang, H. Leung, Q. Luo, D. Chen, and J. Gong, "Towards ontology learning from folksonomies," in Proc. of International Joint Conferences on Artificial Intelligence, 2009.
3. A. Plangprasopchok and K. Lerman, "Constructing folksonomies from user-specified relations on Flickr," in Proc. of the 18th International Conference on World Wide Web, 2009, pp. 781-790.
4. E. Bart, I. Porteous, P. Perona, and M. Welling, "Unsupervised learning of visual taxonomies," in Proc. of IEEE Computer Vision and Pattern Recognition, 2008.
5. J. Sivic, B.C. Russell, A. Zisserman, W.T. Freeman, and A.A. Efros, "Unsupervised discovery of visual object class hierarchies," in Proc. of IEEE Computer Vision and Pattern Recognition, 2008.
6. L. Wu, X. S. Hua, N. Yu, W. Y. Ma, and S. Li, "Flickr distance," in Proc. of ACM International Conference Multimedia, 2008.
7. J. Deng, W. Dong, R. Socher, L.J. Li, K. Li, and L. Fei-Fei, "ImageNet: a large-scale hierarchical image database," in Proc. of IEEE Computer Vision and Pattern Recognition, 2009, pp. 710-719.
8. Amazon Mechanical Turk, http://aws.amazon.com/mturk/.
9. G. Csurka, C. Bray, C. Dance, and L. Fan, "Visual categorization with bags of keypoints," in Proc. of ECCV Workshop on Statistical Learning in Computer Vision, 2004, pp. 59-74.
10. D. G. Lowe, "Distinctive image features from scale-invariant keypoints," International Journal of Computer Vision, vol. 60, no. 2, pp. 91-110, 2004.
11. T. Hofmann, "Unsupervised learning by probabilistic latent semantic analysis," Machine Learning, vol. 43, pp. 177-196, 2001. (Pubitemid 32872403)
12. R. Lienhart, S. Romberg, and E. Horster, "Multilayer pLSA for multimodal image retrieval," in Proc. of ACM International Conference on Image and Video Retrieval, 2009.
13. T. Eda, M. Yoshikawa, T. Uchiyama, and T. Uchiyama, "The Effectiveness of Latent Semantic Analysis for Building Up a Bottom-up Taxonomy from Folksonomy Tags," World Wide Web, vol. 12, no. 4, pp. 421-440, 2009.