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Towards understanding residual and dilated dense neural networks via convolutional sparse coding

Convolutional neural network (CNN) and its variants have led to many state-of-the-art results in various fields. However, a clear theoretical understanding of such networks is still lacking. Recently, a multilayer convolutional sparse coding (ML-CSC) model has been proposed and proved to equal such...

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Detalles Bibliográficos
Autores principales: Zhang, Zhiyang, Zhang, Shihua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8288437/
https://www.ncbi.nlm.nih.gov/pubmed/34691591
http://dx.doi.org/10.1093/nsr/nwaa159