Abstract
This paper shows how to use a text retrieval and an image retrieval engine in a cooperative way. The proposed Inter-Media Pseudo-Relevance Feedback approach shows how the image modality can be used for expanding the text query and significantly improve the performance (MAP) of a multimedia information retrieval system. The document collection used for experiments is provided by the International Association for Pattern Recognition (IAPR) [1]. The proposed approach is completely automatic and has been used to participate to the ImageCLEF 2006 Photo Retrieval task.
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
Grubinger, M., Clough, P., Müller, H., Deselaers, T.: The IAPR benchmark: A new evaluation resource for visual information systems. In: LREC 2006 OntoImage 2006: Language Resources for Content-Based Image Retrieval, Genoa, Italy, pp. 13–23 (2006)
Chevallet, J.P.: X-IOTA: An open XML framework for IR experimentation. In: Myaeng, S.-H., Zhou, M., Wong, K.-F., Zhang, H.-J. (eds.) AIRS 2004. LNCS, vol. 3411, pp. 263–280. Springer, Heidelberg (2005)
Schmid, H.: Probabilistic part-of-speech tagging using decision trees. In: Proc. of Int. Conf. on New Methods in Language Processing, pp. 44–49 (1994)
Manjunath, B., Ma, W.: Texture features for browsing and retrieval of image data. Pattern Analysis and Machine Intelligence 18, 837–842 (1996)
Comaniciu, D., Meer, P.: Mean shift: A robust approach toward feature space analysis. Pattern Analysis and Machine Intelligence 24, 603–619 (2002)
Csurka, G., Dance, C., Bray, C., Fan, L., Willamowski, J.: Visual categorization with bags of keypoints. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol. 3024, pp. 1–22. Springer, Heidelberg (2004)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Maillot, N., Chevallet, JP., Lim, J.H. (2007). Inter-media Pseudo-relevance Feedback Application to ImageCLEF 2006 Photo Retrieval. In: Peters, C., et al. Evaluation of Multilingual and Multi-modal Information Retrieval. CLEF 2006. Lecture Notes in Computer Science, vol 4730. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74999-8_92
Download citation
DOI: https://doi.org/10.1007/978-3-540-74999-8_92
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-74998-1
Online ISBN: 978-3-540-74999-8
eBook Packages: Computer ScienceComputer Science (R0)