Projecting on to the Multi-Layer Convolutional Sparse Coding Model

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 forward pass in a CNN is equivalent to an algorithm that estimates ne...

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Veröffentlicht in:	2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) S. 6757 - 6761
Hauptverfasser:	Sulam, Jeremias, Papyant, Vardan, Romano, Yaniv, Elad, Michael
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.04.2018
Schlagworte:	Atomic measurements Coherence Convolution Convolutional codes Convolutional Neural Networks Convolutional Sparse Coding Dictionaries Encoding Multilayer Pursuit Stability analysis Stability Guarantees
ISSN:	2379-190X
Online-Zugang:	Volltext
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