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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Bibliographic Details
Main Authors: Waqas Ahmed, Shahab Ansari, Muhammad Hanif, Akhtar Khalil
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0262386