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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Bibliographic Details

Published in:	arXiv.org
Main Authors:	Sulam, Jeremias, Papyan, Vardan, Romano, Yaniv, Elad, Michael
Format:	Paper
Language:	English
Published:	Ithaca Cornell University Library, arXiv.org 30.06.2018
Subjects:	Algorithms Artificial neural networks Coders Dictionaries Distance learning Feature maps Multilayers Sound filters Stability analysis
ISSN:	2331-8422
Online Access:	Get full text
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