On the Global-Local Dichotomy in Sparsity Modeling

Dmitry Batenkov, Yaniv Romano, Michael Elad

The traditional sparse modeling approach, when applied to inverse problems with large data such as images, essentially assumes a sparse model for small overlapping data patches. Wh…