29 June 2005 Sparse Gabor wavelets by local operations
Author Affiliations +
Abstract
Efficient sparse coding of overcomplete transforms remains still an open problem. Different methods have been proposed in the literature, but most of them are limited by a heavy computational cost and by difficulties to find the optimal solutions. We propose here an algorithm suitable for Gabor wavelets and based on biological models. It is composed by local operations between neighboring transform coefficients and achieves a sparse representation with a relatively low computational cost. Used with a chain coder, this sparse Gabor wavelet transform is suitable for image compression but is also of interest also for other applications, in particular for edge and contour extraction and image denoising.
© (2005) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Sylvain Fischer, Sylvain Fischer, Rafael Redondo, Rafael Redondo, Laurent Perrinet, Laurent Perrinet, Gabriel Cristobal, Gabriel Cristobal, } "Sparse Gabor wavelets by local operations", Proc. SPIE 5839, Bioengineered and Bioinspired Systems II, (29 June 2005); doi: 10.1117/12.608403; https://doi.org/10.1117/12.608403
PROCEEDINGS
12 PAGES


SHARE
Back to Top