Abstract
Cross-language image retrieval facilitates the use of text query in one language and image query in one medium to access image collection with text description in another language/medium. The images with annotations are considered as a trans-media parallel corpus. In a media-mapping approach, we transform a query in one medium into a query in another medium by referencing to the aligned trans-media corpus. From the counterpart of results of an initial retrieval, we generate a new query in different medium. In the experiments, we adopted St. Andrews University Library’s photographic collection used in ImageCLEF, and explored different models of language translation and media transformation. When both text query and image query are given together, the best MAP of a cross-lingual cross-media model 1L2M (one language translation plus two media transformations) achieve 87.15% and 72.39% of those of mono-lingual image retrieval in the 2004 and the 2005 test sets, respectively. That demonstrates our media transformation is quite useful, and it can compensate for the errors introduced in language translation.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Baan, J., van Ballegooij, A., Geusenbroek, J.M., den Hartog, J., Hiemstra, D., List, J., Patras, I., Raaijmakers, S., Snoek, C., Todoran, L., Vendrig, J., de Vries, A., Westerveld, T., Worring, M.: Lazy Users and Automatic Video Retrieval Tools in the Lowlands. In: Proceedings of the Tenth Text Retrieval Conference, pp. 159–168 (2002)
Besançon, R., Hède, P., Moellic, P.A., Fluhr, C.: Cross-Media Feedback Strategies: Merging Text and Image Information to Improve Image Retrieval. In: Peters, C., Clough, P., Gonzalo, J., Jones, G.J.F., Kluck, M., Magnini, B. (eds.) CLEF 2004. LNCS, vol. 3491, pp. 709–717. Springer, Heidelberg (2005)
Chen, H.H., Bian, G.W., Lin, W.C.: Resolving Translation Ambiguity and Target Polysemy in Cross-Language Information Retrieval. In: Proceedings of 37th Annual Meeting of the Association for Computational Linguistics, pp. 215–222 (1999)
Clough, P., Sanderson, M., Müller, H.: The CLEF 2004 Cross Language Image Retrieval Track. In: Peters, C., Clough, P., Gonzalo, J., Jones, G.J.F., Kluck, M., Magnini, B. (eds.) CLEF 2004. LNCS, vol. 3491, pp. 597–613. Springer, Heidelberg (2005)
Clough, P., Müller, H., Deselaers, T., Grubinger, M., Lehmann, T., Jensen, J., Hersh, W.: The CLEF 2005 Cross–Language Image Retrieval Track. In: Peters, C., Gey, F.C., Gonzalo, J., Müller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol. 4022, pp. 535–557. Springer, Heidelberg (2006)
Davis, M.W., Dunning, T.: A TREC Evaluation of Query Translation Methods for Multi-lingual Text Retrieval. In: Proceedings of TREC-4, pp. 483–498 (1996)
Eidenberger, H., Breiteneder, C.: Semantic Feature Layers in Content-based Image Retrieval: Implementation of Human World Features. In: Proceedings of International Conference on Control, Automation, Robotic and Vision (2002)
Goodrum, A.A.: Image Information Retrieval: An Overview of Current Research. Information Science 3(2), 63–66 (2000)
Jones, G.J.F., Groves, D., Khasin, A., Lam-Adesina, A., Mellebeek, B., Way, A.: Dublin City University at CLEF 2004: Experiments with the ImageCLEF St. Andrew’s Collection. In: Peters, C., Clough, P., Gonzalo, J., Jones, G.J.F., Kluck, M., Magnini, B. (eds.) CLEF 2004. LNCS, vol. 3491, pp. 653–663. Springer, Heidelberg (2005)
Lin, W.C., Chang, Y.C., Chen, H.H.: Integrating Textual and Visual Information for Cross-Language Image Retrieval. In: Lee, G.G., Yamada, A., Meng, H., Myaeng, S.-H. (eds.) AIRS 2005. LNCS, vol. 3689, pp. 454–466. Springer, Heidelberg (2005)
Oard, D.W.: Alternative Approaches for Cross-Language Text Retrieval. In: Working Notes of AAAI-97 Spring Symposiums on Cross-Language Text and Speech Retrieval, pp. 131–139 (1997)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Chen, HH., Chang, YC. (2006). Language Translation and Media Transformation in Cross-Language Image Retrieval. In: Sugimoto, S., Hunter, J., Rauber, A., Morishima, A. (eds) Digital Libraries: Achievements, Challenges and Opportunities. ICADL 2006. Lecture Notes in Computer Science, vol 4312. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11931584_38
Download citation
DOI: https://doi.org/10.1007/11931584_38
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-49375-4
Online ISBN: 978-3-540-49377-8
eBook Packages: Computer ScienceComputer Science (R0)