Title :
Multiscale asymmetry signatures for texture analysis
Author :
Van de Wouver, G. ; Weyn, B. ; Van Dyck, D.
Author_Institution :
Dept. of Phys., Antwerp Univ., Belgium
Abstract :
This paper investigates model-based texture feature extraction from image multiscale representations. This approach offers a better texture characterization compared to using the classical energy output of a multiscale filterbank. The existing models assume symmetric density functions and we observe that this assumption is violated for some texture classes. This property is exploited to obtain improved texture characterization which can be used for texture classification, segmentation and retrieval.
Keywords :
channel bank filters; feature extraction; image classification; image representation; image retrieval; image segmentation; image texture; wavelet transforms; image multiscale representation; image retrieval; image segmentation; model-based texture feature extraction; multiscale asymmetry signature; multiscale filterbank; symmetric density function; wavelet transform; Density functional theory; Feature extraction; Filters; Histograms; Image analysis; Image segmentation; Image texture analysis; Physics; Wavelet analysis; Wavelet coefficients;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421353