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Differentiable Network Pruning via Polarization of Probabilistic Channelwise Soft Masks

Channel pruning has been demonstrated as a highly effective approach to compress large convolutional neural networks. Existing differentiable channel pruning methods usually use deterministic soft masks to scale the channelwise outputs and explore an appropriate threshold on the masks to remove unim...

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Detalles Bibliográficos
Autores principales: Ma, Ming, Wang, Jiapeng, Yu, Zhenhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9098282/
https://www.ncbi.nlm.nih.gov/pubmed/35571691
http://dx.doi.org/10.1155/2022/7775419