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Convolutional Analysis Operator Learning: Dependence on Training Data

Convolutional analysis operator learning (CAOL) enables the unsupervised training of (hierarchical) convolutional sparsifying operators or autoencoders from large datasets. One can use many training images for CAOL, but a precise understanding of the impact of doing so has remained an open question....

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Detalhes bibliográficos
Publicado no:IEEE Signal Process Lett
Main Authors: Chun, Il Yong, Hong, David, Adcock, Ben, Fessler, Jeffrey A.
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7170269/
https://ncbi.nlm.nih.gov/pubmed/32313415
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/lsp.2019.2921446
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