SimCDL: A Simple Framework for Contrastive Dictionary Learning

In this paper, we propose a novel approach to the dictionary learning (DL) initialization problem, leveraging the SimCLR framework from deep learning in a self-supervised manner. Dictionary learning seeks to represent signals as sparse combinations of dictionary atoms, but effective initialization r...

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Bibliographic Details
Main Authors: Denis C. Ilie-Ablachim, Bogdan Dumitrescu
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/14/22/10082
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