Title :
Feature statistical retrieval applied to content based copy identification
Author :
Joly, Alexis ; Frélicot, Carl ; Buisson, O.
Author_Institution :
Labo. d´´Informatique-Image-Interaction, Univ. de La Rochelle, France
Abstract :
In many image or video retrieval systems, the search for similar objects in the database includes a spatial access method to a multidimensional feature space. This step is generally considered as a problem independent of the features and the similarity type. The well known multidimensional nearest neighbor search has also been widely studied by the database community as a generic method. We propose a novel strategy dedicated to pseudo-invariant features retrieval and more specifically applied to content based copy identification. The range of a query is computed during the search according to deviation statistics between original and observed features. Furthermore, this approximate search range is directly mapped onto a Hilbert space-filling curve, allowing an efficient access to the database. Experimental results give excellent response times for very large databases both on synthetic and real data. This work is used in a TV monitoring system including more than 13000 hours of video in the reference database.
Keywords :
Hilbert spaces; content-based retrieval; feature extraction; image retrieval; Hilbert space-filling curve; TV monitoring system; content based copy identification; feature statistical retrieval; image retrieval; multidimensional feature space; multidimensional nearest neighbor search; pseudo-invariant features retrieval; spatial access method; video retrieval; Content based retrieval; Delay; Hilbert space; Image databases; Image retrieval; Information retrieval; Multidimensional systems; Nearest neighbor searches; Spatial databases; Statistics;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1418846