A Novel approach to enable semantic and visual image summarization for exploratory image search

Proceedings of the 1st International ACM Conference on Multimedia Information Retrieval, MIR2008, Co-located with the 2008 ACM International Conference on Multimedia, MM'08

Volumn , Issue , 2008, Pages 358-365

  Fan, Jianping ^a   Gao, Yuli ^a   Luo, Hangzai ^a   Keim, Daniel A ^b   Li, Zongmin ^c  

^a University of North Carolina at Charlotte   (United States)

^b UNIVERSITY OF KONSTANZ   (Germany)

^c CHINA UNIVERSITY OF PETROLEUM   (China)

Author keywords

Exploratory search; Image summarization; Representative images; Topic network

Indexed keywords

AUTOMATICALLY GENERATED; EXPLORATORY SEARCH; IMAGE COLLECTIONS; IMAGE SAMPLING; IMAGE SEARCH; QUERY FORMULATION; SEMANTIC LEVELS; SIMILAR IMAGE; VISUAL IMAGE; VISUAL SIMILARITY;

IMAGE RETRIEVAL; INFORMATION SERVICES; KNOWLEDGE BASED SYSTEMS; LEARNING ALGORITHMS; METHOD OF MOMENTS; NATURAL LANGUAGE PROCESSING SYSTEMS; SEMANTICS; VISUALIZATION;

MULTIMEDIA SYSTEMS;

EID: 70450284536     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1460096.1460155     Document Type: Conference Paper

References (14)

1. S. Ahern, S. King, M. Naaman, and R. Nair. Summarization of online image collections via implicit feedback. WWW, pages 1325-1326, 2007.
2. N. Bouguilaa and D. Ziou. Unsupervised learning of a finite discrete mixture: Applications to texture modeling and image databases summarization. Journal of Visual Communication and Image Representation, 18(4): 295-309, 2007.
3. S. Brin and L. Page. The anatomy of a large-scale hypertextual web search engine. WWW, 1998.
4. J. Fan, Y. Gao, and H. Luo. Integrating concept ontology and multi-task learning to achieve more effective classifier training for multi-level image annotation. IEEE Trans. on Image Processing, 17(3): 407-426, 2008.
5. J. Fan, H. Luo, Y. Gao, and R. Jain. Incorporating concept ontology to boost hierarchical classifier training for automatic multi-level video annotation. IEEE Trans. on Multimedia, 9(5): 939-957, 2007.
6. D. Heesch, A. Yavlinsky, and S. Ruger. Nnk networks and automated annotation for browsing large image collections from the world wide web. demo at ACM Multimedia, 2006.
7. L. Hollink, M. Worring, and G. Schreiber. Building a visual ontology for video retrieval. ACM Multimedia, 2005.
8. G. Marchionini. Exploratory search: from finding to understanding. Commun. of ACM, 49(4): 41-46, 2006.
9. B. Moghaddam, Q. Tian, N. Lesh, C. Shen, and T.S. Huang. Visualization and user-modeling for browsing personal photo libraries. Intl. Journal of Computer Vision, 56: 109-130, 2004.
10. M. Naphade, J.R. Smith, J. Tesic, S.-F. Chang, W. Hsu, L. Kennedy, A. Hauptmann, and J. Curtis. Large-scale concept ontology for multimedia. IEEE Multimedia, 2006.
11. G. Nyuyen and M. Worring. Interactive access to large image visualizations using similarity-based visualization. Journal of Visual Languages and Computing, 2006.
12. B. Scholkopf, A. Smola, and K.R. Muller. Nonlinear component analysis as a kernel eigenvalue problem. Neural Computation, 10(5): 1299-1319, 1998.
13. I. Simon, N. Snavely, and S.M. Seitz. Scene summarization for online image collections. IEEE ICCV, 2007.
14. A.W.M. Smeulders, M. Worring, S. Santini, A. Gupta, and R. Jain. Content-based image retrieval at the end of the early years. IEEE Trans. on PAMI, 2000.