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Bag-Of-Words Classification of Miniature Illustrations

Abstract: In this paper a system for illuminated manuscripts images analysis is presented. In particular the bag-of-keypoints strategy, commonly adopted for object recognition, image classification and scene recognition, is applied to the classification of automatically extracted miniatures. Pictures are characterized by SURF descriptors, and a classification procedure is performed, comparing the results of Naive Bayes and histogram intersection distance measures.


Grana, Costantino; Borghesani, Daniele; Gualdi, Giovanni; Cucchiara, Rita "Bag-Of-Words Classification of Miniature Illustrations" Proceedings of the 11th International Workshop on Image Analysis for Multimedia Interactive Services, Desenzano del Garda, Brescia, Italy, pp. 61 -64 , Apr 12-14, 2010

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