Replicating Kernels with a Short Stride Allows Sparse Reconstructions with Fewer Independent Kernels

Peter F. Schultz, Dylan M. Paiton, Wei Lu +1

In sparse coding it is common to tile an image into nonoverlapping patches, and then use a dictionary to create a sparse representation of each tile independently. In this situatio…