Title :
A texture descriptor for textile image retrieval
Author :
Carbunaru, Ana-Elena ; Coltuc, Daniela ; Jourlin, Michel ; Frangu, Laurentiu
Author_Institution :
Fac. of Electr. & Electron. Eng., Univ. Dunarea de Jos of Galati, Galati, Romania
Abstract :
This paper proposes a new descriptor for textures, obtained by an independent components analysis (ICA) applied to image wavelet subbands. In certain conditions, ICA refines the wavelet multiband analysis. The descriptor, consisting in the independent components (ICs) distribution parameters, serves as basis for the textile image signature in a recognition application. By using the Kullback-Liebler divergence to compare the signatures, the textile images from a 30 jacquards databasis, were recognized with average rates ranging from 89 to 94%, depending on the analysis number of levels.
Keywords :
image recognition; image retrieval; image texture; independent component analysis; visual databases; wavelet transforms; Kullback-Liebler divergence; independent components analysis; jacquards databasis; recognition application; textile image retrieval; textile image signature; texture descriptor; wavelet multiband analysis; Fabrics; Image analysis; Image databases; Image processing; Image recognition; Image retrieval; Independent component analysis; Telecommunications; Textiles; Wavelet analysis;
Conference_Titel :
Signals, Circuits and Systems, 2009. ISSCS 2009. International Symposium on
Conference_Location :
Iasi
Print_ISBN :
978-1-4244-3785-6
Electronic_ISBN :
978-1-4244-3786-3
DOI :
10.1109/ISSCS.2009.5206184