Nonlinear spike-and-slab sparse coding for interpretable image encoding.

Sparse coding is a popular approach to model natural images but has faced two main challenges: modelling low-level image components (such as edge-like structures and their occlusions) and modelling varying pixel intensities. Traditionally, images are modelled as a sparse linear superposition of dict...

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Bibliographic Details
Main Authors: Jacquelyn A Shelton, Abdul-Saboor Sheikh, Jörg Bornschein, Philip Sterne, Jörg Lücke
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4425358?pdf=render