Title :
Multimedia Information Retrieval Based on Late Semantic Fusion Approaches: Experiments on a Wikipedia Image Collection
Author :
Benavent, Xaro ; Garcia-Serrano, A. ; Granados, Ruben ; Benavent, Joan ; de Ves, Esther
Author_Institution :
Comput. Sci. Dept., Univ. de Valencia, Valencia, Spain
Abstract :
Main goal of this work is to show the improvement of using a textual pre-filtering combined with an image re-ranking in a Multimedia Information Retrieval task. The defined three step-based retrieval processes and a well-selected combination of visual and textual techniques help the developed Multimedia Information Retrieval System to overcome the semantic gap in a given query. In the paper, five different late semantic fusion approaches are discussed and experimented in a realistic scenario for multimedia retrieval like the one provided by the publicly available ImageCLEF Wikipedia Collection.
Keywords :
Internet; filtering theory; image retrieval; information retrieval; multimedia computing; ImageCLEF Wikipedia Collection; Wikipedia image collection; late semantic fusion approaches; multimedia information retrieval; semantic gap; textual prefiltering; Content-based information retrieval; multimedia information fusion; multimedia retrieval; textual-based information retrieval;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2013.2267726