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Oct, 2019
4连通移位残差网络
4-Connected Shift Residual Networks
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Andrew Brown, Pascal Mettes, Marcel Worring
TL;DR
本文研究了如何应用转移运算以替代空间卷积操作,通过将8-connected和4-connected邻域组的转移操作应用于ResNet的point-wise卷积中,实现了与全残差网络相同的准确性,同时将参数和计算要求降低了40%,通过减少横向连接层数来生成了一个准确性更高的新ResNet网络。
Abstract
The
shift operation
was recently introduced as an alternative to
spatial convolutions
. The operation moves subsets of activations horizontally and/or vertically.
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