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Issue No.01 - January-March (2012 vol.19)
pp: 2-3
John R. Smith , IBM Research
ABSTRACT
<p>"Bridging the semantic gap" is an expression often used to describe work on multimedia content understanding. At best, research today is bridging a semantic gap, of which there are many. Better characterizing the overall size and shape of the semantic space for multimedia will help define what is on the other side and ensure that we make progress on bridging the gap.</p>
INDEX TERMS
Multimedia, semantics, ontology, benchmarks, data sets
CITATION
John R. Smith, "Minding the Gap", IEEE MultiMedia, vol.19, no. 1, pp. 2-3, January-March 2012, doi:10.1109/MMUL.2012.9
REFERENCES
1. C.G.M. Snoek et al., "The` Challenge Problem for Automated Detection of 101 Semantic Concepts in Multimedia," Proc. ACM Multimedia, ACM Press, 2006, pp. 421-430.
2. H. Ma et al., "Bridging the Semantic Gap Between Image Content and Tags," IEEE Trans. Multimedia, vol. 12, no. 5, 2010, pp. 462-273.
3. N. Rasiwasia, P.J. Moreno, and N. Vasconcelos, "Bridging the Gap: Query by Semantic Example," IEEE Trans. Multimedia, vol. 9, no. 5, 2007, pp. 923-938.
4. A. Hauptmann et al., "Can High-Level Concepts Fill the Semantic Gap in Video Retrieval? A Case Study with Broadcast News," IEEE Trans. Multimedia, vol. 9, no. 5, 2007, pp. 958-966.
5. J.R. Smith, "The Real Problem of Bridging the "Semantic Gap"," Multimedia Content Analysis and Mining, LNCS 4577, Springer, 2007, pp. 16-17.
6. M. Naphade et al., "A Large-Scale Concept Ontology for Multimedia." IEEE MultiMedia, vol. 13, no. 3, 2006, pp. 86-91.
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