Multi-Layer Convolutional Sparse Modeling: Pursuit and Dictionary Learning

The recently proposed Multi-Layer Convolutional Sparse Coding (ML-CSC) model, consisting of a cascade of convolutional sparse layers, provides a new interpretation of Convolutional Neural Networks (CNNs). Under this framework, the computation of the forward pass in a CNN is equivalent to a pursuit a...

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Vydané v:	arXiv.org
Hlavní autori:	Sulam, Jeremias, Papyan, Vardan, Romano, Yaniv, Elad, Michael
Médium:	Paper
Jazyk:	English
Vydavateľské údaje:	Ithaca Cornell University Library, arXiv.org 30.06.2018
Predmet:	Algorithms Artificial neural networks Coders Dictionaries Distance learning Feature maps Multilayers Sound filters Stability analysis
ISSN:	2331-8422
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