Title :
The two-dimensional Wold decomposition for segmentation and indexing in image libraries
Author :
Stoica, Radu ; Zerubia, Josiane ; Francos, Joseph M.
Author_Institution :
INRIA, Sophia Antipolis, France
Abstract :
This paper presents a method for indexing and retrieval of multimedia data through texture segmentation, using the Wold decomposition. The texture field is assumed to be a realisation of a regular homogeneous random field. On the basis of a 2-D Wold-like decomposition, the field is represented as the sum of a purely indeterministic component, a harmonic component and a countable number of evanescent fields. A new rigorous distance measure between textures is derived, using Wold parameters. Adopting the MRF framework, we construct a segmentation procedure using the Wold parameters
Keywords :
image segmentation; image texture; indexing; multimedia computing; parameter estimation; query processing; visual databases; 2D Wold decomposition; MRF; Wold parameters; evanescent fields; field representation; harmonic component; image libraries; image retrieval; indeterministic component; indexing; regular homogeneous random field; rigorous distance measure; texture segmentation; Application specific integrated circuits; Digital images; Image retrieval; Image segmentation; Indexing; Information retrieval; Integrated circuit modeling; Libraries; Multimedia databases; Navigation;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.678151