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cs.IT2016★ 11 cited
Working Locally Thinking Globally - Part II: Stability and Algorithms for Convolutional Sparse Coding
Vardan Papyan, Jeremias Sulam, Michael Elad
The convolutional sparse model has recently gained increasing attention in the signal and image processing communities, and several methods have been proposed for solving the pursu…
cs.IT2016★ 4 cited
Working Locally Thinking Globally - Part I: 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…