10 citations · 18 across the 14 of their papers we have counts for
3 papers · 1 filter
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks
Jeremias Sulam, Aviad Aberdam, Amir Beck +1
Parsimonious representations are ubiquitous in modeling and processing information. Motivated by the recent Multi-Layer Convolutional Sparse Coding (ML-CSC) model, we herein genera…
Adversarial Noise Attacks of Deep Learning Architectures -- Stability Analysis via Sparse Modeled Signals
Yaniv Romano, Aviad Aberdam, Jeremias Sulam +1
Despite their impressive performance, deep convolutional neural networks (CNNs) have been shown to be sensitive to small adversarial perturbations. These nuisances, which one can b…
Multi-Layer Sparse Coding: The Holistic Way
Aviad Aberdam, Jeremias Sulam, Michael Elad
The recently proposed multi-layer sparse model has raised insightful connections between sparse representations and convolutional neural networks (CNN). In its original conception,…