Abstract
This chapter summarises the approach and main achievements of the research project BOEMIE (Bootstrapping Ontology Evolution with Multimedia Information Extraction). BOEMIE introduced a new approach towards the automation of knowledge acquisition from multimedia content. In particular, it developed and demonstrated the notion of evolving multimedia ontologies, which is used for the extraction, fusion and interpretation of information from content of various media types (audio, video, images and text). BOEMIE adopted a synergistic approach that combines multimedia extraction and ontology evolution in a bootstrapping process. This process involves, on the one hand, the continuous extraction of semantic information from multimedia content in order to populate and enrich the ontologies and, on the other hand, the deployment of these ontologies to enhance the robustness of the extraction system. Thus, in addition to annotating multimedia content with semantics, the extracted knowledge is used to expand our understanding of the domain and extract even more useful knowledge. The methods and technologies developed in BOEMIE were tested in the domain of athletics, using large sets of annotated content and evaluation by domain experts. The evaluation has proved the value of the technology, which is applicable in a wide spectrum of domains that are based on multimedia content.
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References
Anthimopoulos, M., Gatos, B., Pratikakis, I.: Multiresolution text detection in video frames. In: Proceedings of the 2nd International Conference on Computer Vision Theory and Applications (VISAPP), Barcelona, Spain, pp. 161–166 (March 2007)
Benitez, A.B., Chang, S.-F., Smith, J.R.: Imka: A multimedia organization system combining perceptual and semantic knowledge. In: Proceedings of the Ninth ACM International Conference on Multimedia (MULTIMEDIA), pp. 630–631 (2001)
Berger, T., Kaplunova, A., Kaya, A., Möller, R.: Towards a scalable and efficient middleware for instance retrieval inference services. In: Proceedings of the 3rd International Workshop on OWL: Experiences and Directions (OWLED), co-located with the 4th European Semantic Web Conference (ESWC 2007), Innsbruck, Austria (June 2007)
Biatov, K.: Two level discriminative training for audio event recognition in sport broadcasts. In: Proceedings of the 12th International Conference on Speech and Computer (SPECOM), Moscow, Russia (October 2007)
Biatov, K., Hesseler, W., Kohler, J.: Audio data retrieval and recognition using model selection criterion. In: Proceedings of the 2nd International Conference on Signal Processing and Communication Systems, Gold Coast, Australia (December 2008)
Castano, S., Ferrara, A., Lorusso, D., Montanelli, S.: The hmatch 2.0 suite for ontology matchmaking. In: Proceedings of the 4th Italian Workshop on Semantic Web Applications and Perspectives (SWAP), Bari, Italy (December 2007)
Castano, S., Ferrara, A., Lorusso, D., Montanelli, S.: On the ontology instance matching problem. In: Proceedings of the 19th International Conference on Database and Expert Systems Applications (DEXA), pp. 180–184 (2008)
Castano, S., Ferrara, A., Montanelli, S.: Evolving multimedia ontologies: the bsm tool environment. In: Proceedings of 17th Italian Symposium on Advanced Database Systems (SEBD), Camogli, Italy (June 2009)
Castano, S., Ferrara, A., Montanelli, S., Lorusso, D.: Instance matching for ontology population. In: Proceedings of the Sixteenth Italian Symposium on Advanced Database Systems (SEBD), Mondello, Italy (June 2008)
Castano, S., Peraldi, S.E., Ferrara, A., Karkaletsis, V., Kaya, A.: Multimedia interpretation for dynamic ontology evolution. Journal of Logic and Computation 19(5), 859–897 (2009)
Dasiopoulou, S., Tzouvaras, V., Kompatsiaris, I., Strintzis, M.G.: Capturing mpeg-7 semantics. In: International Conference on Metadata and Semantics Research (MTSR), Corfu, Greece, pp. 113–122 (2007)
Dasiopoulou, S., Tzouvaras, V., Kompatsiaris, I., Strintzis, M.G.: Enquiring mpeg-7 based ontologies. Multimedia Tools and Applications 46(2), 331–370 (2010)
Ferrara, A., Montanelli, S., Varese, S.C.G.: Ontology knowledge authoring by natural language empowerment. In: IEEE Proceedings of the 1st DEXA Int. Workshop on Modelling and Visualization of XML and Semantic Web Data (MoViX), Linz, Austria (September 2009)
Fragkou, P., Petasis, G., Theodorakos, A., Karkaletsis, V., Spyropoulos, C.D.: Boemie ontology-based text annotation tool. In: Proceedings of the 6th International Conference on Language Resources and Evaluation (LREC), Marrakech, Morocco (May 2008)
Peraldi, S.E., Kaya, A.: Ontology and rule design patterns for multimedia interpretation. In: Yamaguchi, T. (ed.) PAKM 2008. LNCS (LNAI), vol. 5345. Springer, Heidelberg (2008)
Peraldi, S.E., Kaya, A., Melzer, S., Möller, R.: On ontology based abduction for text interpretation. In: Gelbukh, A. (ed.) CICLing 2008. LNCS, vol. 4919, pp. 194–205. Springer, Heidelberg (2008)
Peraldi, S.E., Kaya, A., Melzer, S., Möller, R., Wessel, M.: Towards a media interpretation framework for the semantic web. In: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (WI), Silicon Valley, USA, pp. 374–380 (November 2007)
Petasis, G., Karkaletsis, V., Krithara, A., Paliouras, G., Spyropoulos, C.D.: Semi-automated ontology learning: the boemie approach. In: Proceedings of the First ESWC Workshop on Inductive Reasoning and Machine Learning on the Semantic Web, Heraklion, Greece (June 2009)
Petasis, G., Fragkou, P., Theodorakos, A., Karkaletsis, V., Spyropoulos, C.D.: Segmenting html pages using visual and semantic information. In: Proceedings of the 4th Web as Corpus Workshop: Can we do better than Google?, at the 6th International Conference on Language Resources and Evaluation (LREC), Marrakech, Morocco (May 2008)
Petasis, G., Karkaletsis, V., Paliouras, G., Spyropoulos, C.D.: Learning context-free grammars to extract relations from text. In: Proceedings of the 18th European Conference on Artificial Intelligence (ECAI), Patras, Greece, pp. 303–307 (July 2008)
Petridis, S., Perantonis, S.J.: Semantics extraction from multimedia data: an ontology-based machine learning approach. In: Cutsuridis, A.H.V., Taylor, J.G. (eds.) Perception-action Cycle: Models, Architectures and Hardware (2011)
Tsapatsoulis, N., Petridis, S., Perantonis, S.J.: On the use of spatial relations between objects for image classification. In: Proceedings of the 4th IFIP Conference on Artificial Intelligence Applications and Innovations (AIAI), Athens, Greece (September 2007)
Vamvakas, G., Gatos, B., Pratikakis, I., Stamatopoulos, N., Roniotis, A., Perantonis, S.J.: Hybrid off-line ocr for isolated handwritten greek characters. In: Proceedings of the 4th IASTED International Conference on Signal Processing, Pattern Recognition, and Applications (SPPRA), Innsbruck, Austria (February 2007)
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Paliouras, G., Spyropoulos, C.D., Tsatsaronis, G. (2011). Bootstrapping Ontology Evolution with Multimedia Information Extraction. In: Paliouras, G., Spyropoulos, C.D., Tsatsaronis, G. (eds) Knowledge-Driven Multimedia Information Extraction and Ontology Evolution. Lecture Notes in Computer Science(), vol 6050. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20795-2_1
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