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PCA driven mixed filter pruning for efficient convNets

Deployment of the deep neural networks (DNNs) on resource-constrained devices is a challenging task due to their limited memory and computational power. In most cases, the pruning techniques do not prune the DNNs to full extent and redundancy still exists in these models. Considering this, a mixed f...

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Detalles Bibliográficos
Autores principales: Ahmed, Waqas, Ansari, Shahab, Hanif, Muhammad, Khalil, Akhtar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786156/
https://www.ncbi.nlm.nih.gov/pubmed/35073373
http://dx.doi.org/10.1371/journal.pone.0262386