V-SKP: Vectorized Kernel-Based Structured Kernel Pruning for Accelerating Deep Convolutional Neural Networks

In recent years, kernel pruning, which offers the advantages of both weight and filter pruning methods, has been actively conducted. Although kernel pruning must be implemented as structured pruning to obtain the actual network acceleration effect on GPUs, most existing methods are limited in that t...

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Bibliographic Details
Main Authors: Kwanghyun Koo, Hyun Kim
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10292653/