Working Locally Thinking Globally: Theoretical Guarantees for Convolutional Sparse Coding

Vardan Papyan, Jeremias Sulam, Michael Elad

The celebrated sparse representation model has led to remarkable results in various signal processing tasks in the last decade. However, despite its initial purpose of serving as a…