Abstract : We propose a low-computational strategy for the efficient implementation of the "atom selection step" in sparse representation algorithms. The proposed procedure is based on simple tests enabling to identify subsets of atoms which cannot be selected. Our procedure applies on both discrete or continuous dictionaries. Experiments performed on the standard "Gaussian deconvolution" problem show the computational gain induced by the proposed approach.
https://hal.inria.fr/hal-02059649 Contributor : Cédric HerzetConnect in order to contact the contributor Submitted on : Wednesday, March 6, 2019 - 6:08:22 PM Last modification on : Friday, May 20, 2022 - 9:04:50 AM Long-term archiving on: : Friday, June 7, 2019 - 5:34:09 PM