Sparse Coding with Multi-Layer Decoders using Variance Regularization

Katrina Evtimova, Yann LeCun

Sparse representations of images are useful in many computer vision applications. Sparse coding with an $l_1$ penalty and a learned linear dictionary requires regularization of the…