Multilayer Convolutional Sparse Modeling: Pursuit and Dictionary Learning

The recently proposed multilayer 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 forward pass in a CNN is equivalent to a pursuit algorithm aiming to e...

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Bibliographic Details

Published in:	IEEE transactions on signal processing Vol. 66; no. 15; pp. 4090 - 4104
Main Authors:	Sulam, Jeremias, Papyan, Vardan, Romano, Yaniv, Elad, Michael
Format:	Journal Article
Language:	English
Published:	IEEE 01.08.2018
Subjects:	Adaptation models Convolution Convolutional codes convolutional neural networks Convolutional sparse coding Data models Dictionaries dictionary learning Machine learning multilayer pursuit Pursuit algorithms sparse convolutional filters
ISSN:	1053-587X
Online Access:	Get full text
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