Providing clear pruning threshold: A novel CNN pruning method via L0 regularisation

Abstract Network pruning is a significant way to improve the practicability of convolution neural networks (CNNs) by removing the redundant structure of the network model. However, in most of the existing network pruning methods l1 or l2 regularisation is applied to parameter matrices and the manual...

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Bibliographic Details
Main Authors: Guo Li, Gang Xu
Format: Article
Language:English
Published: Wiley 2021-02-01
Series:IET Image Processing
Subjects:
Online Access:https://doi.org/10.1049/ipr2.12030