36 citations · 52 across the 4 of their papers we have counts for
4 papers
Multimodal Latent Variable Analysis
Vardan Papyan, Ronen Talmon
Consider a set of multiple, multimodal sensors capturing a complex system or a physical phenomenon of interest. Our primary goal is to distinguish the underlying sources of variabi…
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
Vardan Papyan, Yaniv Romano, Michael Elad
Convolutional neural networks (CNN) have led to many state-of-the-art results spanning through various fields. However, a clear and profound theoretical understanding of the forwar…
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…
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…