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PCA Based Kernel Initialization for Convolutional Neural Networks

The initialization of Convolutional Neural Networks (CNNs) is about providing reasonable initial values for the convolution kernels and the fully connected layers. In this paper, we proposed a convolution kernel initialization method based on the two-dimensional principal component analysis (2DPCA),...

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Detalhes bibliográficos
Publicado no:Data Mining and Big Data
Main Authors: Wang, Yifeng, Rong, Yuxi, Pan, Hongyue, Liu, Ke, Hu, Yang, Wu, Fangmin, Peng, Wei, Xue, Xingsi, Chen, Junfeng
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
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Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7351687/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-981-15-7205-0_7
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