Quantifying tag representativeness of visual content of social images

MM'10 - Proceedings of the ACM Multimedia 2010 International Conference

Volumn , Issue , 2010, Pages 471-480

  Sun, Aixin ^a   Bhowmick, Sourav S ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

flickr; social image; tag representativeness; visual content

Indexed keywords

DISTANCE MEASURE; DISTANCE METRICS; FLICKR; HIGH PRECISION; IMAGE COLLECTIONS; IMAGE REPRESENTATIONS; IMAGE SEARCH; QUERY PERFORMANCE PREDICTION; SOCIAL IMAGE; TAG RECOMMENDATIONS; TAG REPRESENTATIVENESS; VISUAL CONCEPT; VISUAL CONTENT; WEB SEARCHES;

WORLD WIDE WEB;

COMPUTATIONAL COMPLEXITY;

EID: 78650982166     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1873951.1874029     Document Type: Conference Paper

References (26)

1. K. Bischoff, C. S. Firan, W. Nejdl, and R. Paiu. Can all tags be used for search? In Proc. CIKM, 2008.
2. D. Carmel, E. Yom-Tov, A. Darlow, and D. Pelleg. What makes a query difficult? In Proc. SIGIR, 2006.
3. T.-S. Chua, J. Tang, R. Hong, H. Li, Z. Luo, and Y.-T. Zheng. Nus-wide: A real-world web image database from national university of singapore. In Proc. CIVR, 2009.
4. S. Cronen-Townsend, Y. Zhou, and W. B. Croft. Predicting query performance. In Proc. SIGIR, 2002.
5. R. Datta, D. Joshi, J. Li, and J. Z. Wang. Image retrieval: Ideas, influences, and trends of the new age. ACM Comput. Surv., 40(2), 2008.
6. C. Hauff, V. Murdock, and R. Baeza-Yates. Improved query difficulty prediction for the web. In Proc. of CIKM, 2008.
7. J. He, W. Weerkamp, M. Larson, and M. de Rijke. An effective coherence measure to determine topical consistency in user-generated content. IJDAR, 12(3):185-203, 2009.
8. M. J. Huiskes and M. S. Lew. The mir flickr retrieval evaluation. In Proc. ACM MIR, 2008.
9. K. Järvelin and J. Kekäläinen. Cumulated gain-based evaluation of IR techniques. ACM Trans. Inf. Syst., 20(4):422-446, 2002.
10. J. Li and J. Z. Wang. Real-time computerized annotation of pictures. IEEE Trans. Pattern Anal. Mach. Intell., 30(6):985-1002, 2008.
11. X. Li, C. G. Snoek, and M. Worring. Learning tag relevance by neighbor voting for social image retrieval. In Proc. of MIR, pages 180-187, 2008.
12. X. Li, C. G. M. Snoek, and M. Worring. Learning social tag relevance by neighbor voting. IEEE Transactions on Multimedia, 11(7):1310-1322, 2009.
13. D. Liu, X.-S. Hua, L. Yang, M. Wang, and H.-J. Zhang. Tag ranking. In Proc. WWW, 2009.
14. Y. Liu, D. Zhang, G. Lu, and W.-Y. Ma. A survey of content-based image retrieval with high-level semantics. Pattern Recognition, 40:262-282, 2007.
15. Y. Lu, L. Zhang, Q. Tian, and W.-Y. Ma. What are the high-level concepts with small semantic gaps? In Proc. CVPR, 2008.
16. B. Sigurbjörnsson and R. van Zwol. Flickr tag recommendation based on collective knowledge. In Proc. WWW, 2008.
17. A. Sun and S. S. Bhowmick. Image tag clarity: In search of visual-representative tags for social images. In Proc. of ACM SIGMM Workshop on Social Media (WSM), 2009.
18. A. Sun and A. Datta. On stability, clarity, and co-occurrence of self-tagging. In Proc. of WSDM (Late Breaking-Results), 2009.
19. P.-N. Tan, M. Steinbach, and V. Kumar. Introduction to Data Mining. Addison Wesley, 2005.
20. J. Tang, S. Yan, R. Hong, G.-J. Qi, and T.-S. Chua. Inferring semantic concepts from community-contributed images and noisy tags. In Proc. ACM MM, 2009.
21. J. Teevan, S. T. Dumais, and D. J. Liebling. To personalize or not to personalize: modeling queries with variation in user intent. In Proc. SIGIR, 2008.
22. R. H. van Leuken, L. Garcia, X. Olivares, and R. van Zwol. Visual diversification of image search results. In Proc. WWW, 2009.
23. X.-J. Wang, L. Zhang, X. Li, and W.-Y. Ma. Annotating images by mining image search results. IEEE Trans. Pattern Anal. Mach. Intell., 30:1919-1932, 2008.
24. K. Weinberger, M. Slaney, and R. van Zwol. Resolving tag ambiguity. In Proc. ACM MM, 2008.
25. L. Wu, X.-S. Hua, N. Yu, W.-Y. Ma, and S. Li. Flickr distance. In Proc. of MM'08, pages 31-40, Vancouver, Canada, 2008.
26. Y. Zhou and W. B. Croft. Query performance prediction in web search environments. In Proc. SIGIR, 2007.