Highly shared Convolutional Neural Networks

Yao Lu,Guangming Lu,Yicong Zhou,Jinxing Li,Yuanrong Xu,David Zhang

Expert Systems with Applications（2021）

引用 7|浏览19

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摘要

•We explore the factors of CNNs’ inefficiency and the parameters’ properties.•We propose mobile Highly Shared Convolutional Neural Networks (HSC-Nets).•HSC-Nets share the parameters thoroughly by employing two novel shared methods.•HSC-Nets can effectively improve efficiency both in the training and test.

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关键词

Deep learning,CNNs,Group convolutions,Highly shared convolutions,HSC-Nets

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