Abstract
This paper presents a framework for building an ontology to provide semantic interpretations in image contents. The novelty of this framework comes from building a MPEG-7 ontology for semantic representations of multimedia contents, and from integrating such ontology into an image retrieval system to enable fast, efficient image query and retrieval. The prototype system demonstrated the feasibility of embedding such ontology into an image retrieval system. Its main objective has been achieved by retrieving nature scene images using human readable keywords. Based on the experimental results, we believe that using our ‘bridging’ technique, the high-level non-machine readable human concepts can be seamlessly mapped to low-level machine processable data. This helps to improve the efficiency of our CBIR system compared to conventional methods.
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References
Manjunath, B.S., Salembier, P., Sikora, T.: Introduction to MPEG-7. John Wiley & Sons, Ltd., Chichester (2002)
Smeulders, A.W.M., Worring, M., Santini, S., Gupta, A., Jain, R.: Content-based image retrieval at the end of the early years. IEEE Trans. PAMI 22, 1349–1379 (2000)
Gruber, T.R.: A translation approach to portable ontologies. Knowledge Acquisition 5, 199–220 (1993)
Jaimes, A., Chang, S.F.: Learning structured visual detectors from user input at multiple levels. International Journal of Image and Graphics 1, 415–444 (2001)
P.,S.: Object-oriented image model. In: Proceedings of Technology of Object- Oriented Languages and Systems Tools Eastern Europe 1999, pp. 98–109 (1999)
W3C: Web Ontology Language (OWL) Use Cases and Requirements (2003)
Hunter, J.: Adding multimedia to the semantic web - building an mpeg-7 ontology. In: International Semantic Web Working Symposium (2001)
Miller, G., Beckwith, R., Fellbaum, C., Gross, D., Miller, K.: Wordnet: An on-line lexical database. International Journal of Lexicography 3, 235–244 (1990)
Benitez, A., Chang, S.F.: Proceedings semantic knowledge construction from annotated image collections. In: 2002 International Conference On Multimedia & Expo. (2002)
Aslandogan, Y.A., Their, C., Yu, C.T., Rishe, N.: Using semantic contents and wordnet in image retrieval. In: Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval, pp. 286–295 (1998)
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© 2004 Springer-Verlag Berlin Heidelberg
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Liu, S., Chia, LT., Chan, S. (2004). Ontology for Nature-Scene Image Retrieval. In: Meersman, R., Tari, Z. (eds) On the Move to Meaningful Internet Systems 2004: CoopIS, DOA, and ODBASE. OTM 2004. Lecture Notes in Computer Science, vol 3291. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30469-2_14
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DOI: https://doi.org/10.1007/978-3-540-30469-2_14
Publisher Name: Springer, Berlin, Heidelberg
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