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Improving deep convolutional neural networks with mixed maxout units

Motivated by insights from the maxout-units-based deep Convolutional Neural Network (CNN) that “non-maximal features are unable to deliver” and “feature mapping subspace pooling is insufficient,” we present a novel mixed variant of the recently introduced maxout unit called a mixout unit. Specifical...

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Detalles Bibliográficos
Autores principales: Zhao, Hui-zhen, Liu, Fu-xian, Li, Long-yue
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5519034/
https://www.ncbi.nlm.nih.gov/pubmed/28727737
http://dx.doi.org/10.1371/journal.pone.0180049