Szegedy, Vanhoucke, Ioffe, Shlens, Wojna - «Rethinking the Inception Architecture for Computer Vision» (2015)

Theory
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Szegedy, Vanhoucke, Ioffe, Shlens, Wojna - «Rethinking the Inception Architecture for Computer Vision» (2015).pdf (505.5 KB)

arxiv.org/abs/1512.00567

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Some citations

GoogLeNet employed only 5 million parameters, which represented a 12x reduction with respect to its predecessor AlexNet, which used 60 million parameters.
Furthermore, VGGNet employed about 3x more parameters than AlexNet.