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2017 | OriginalPaper | Chapter

Image Representation, Annotation and Retrieval with Predictive Clustering Trees

Authors : Ivica Dimitrovski, Dragi Kocev, Suzana Loskovska, Sašo Džeroski

Published in: Machine Learning and Knowledge Discovery in Databases

Publisher: Springer International Publishing

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Abstract

In this paper, we summarize our work on using the predictive clustering framework for image analysis. More specifically, we have used predictive clustering trees to generate image representations, that can then be used to perform image retrieval and/or image annotation. We have evaluated the proposed method for performing image retrieval on general purpose images [6], and annotation of general purpose images [5], medical images [3] and diatom images [4].

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Literature
1.
Blockeel, H., Raedt, L.D., Ramon, J.: Top-down induction of clustering trees. In: Proceedings of the 15th International Conference on Machine Learning, pp. 55–63. Morgan Kaufmann (1998)
2.
3.
Dimitrovski, I., Kocev, D., Loskovska, S., Dzeroski, S.: Hierarchical annotation of medical images. Pattern Recognit. 44(10–11), 2436–2449 (2011)CrossRef
4.
Dimitrovski, I., Kocev, D., Loskovska, S., Dzeroski, S.: Hierarchical classification of diatom images using ensembles of predictive clustering trees. Ecol. Inform. 7(1), 19–29 (2012)CrossRef
5.
Dimitrovski, I., Kocev, D., Loskovska, S., Dzeroski, S.: Fast and efficient visual codebook construction for multi-label annotation using predictive clustering trees. Pattern Recognit. Lett. 38, 38–45 (2014)CrossRef
6.
Dimitrovski, I., Kocev, D., Loskovska, S., Dzeroski, S.: Improving bag-of-visual-words image retrieval with predictive clustering trees. Inf. Sci. 329, 851–865 (2016)CrossRef
7.
Kocev, D., Vens, C., Struyf, J., Džeroski, S.: Tree ensembles for predicting structured outputs. Pattern Recognit. 46(3), 817–833 (2013)CrossRef
8.
Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef
Metadata
Title
Image Representation, Annotation and Retrieval with Predictive Clustering Trees
Authors
Ivica Dimitrovski
Dragi Kocev
Suzana Loskovska
Sašo Džeroski
Copyright Year
2017
Book
Machine Learning and Knowledge Discovery in Databases

Print ISBN: 978-3-319-71272-7

Electronic ISBN: 978-3-319-71273-4

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-71273-4_32

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