jul 20, 2018 - ThiNet: Pruning CNN Filters for a Thinner Net

Description:

filter剪枝,不同于使用每层filter 的统计量/显著性选择需要剪枝的filter,本文使用下一层的输入来指导本层的filter选择,因为下一层的输入就是本层的输出,这可以保证剪枝的filter是安全的.即,如果移除layer i的某一个filter,对layer i+1的输出影响很小,则移除该filter 是可行的.基于此观察,本文进行逐层剪枝+微调的迭代过程,实现了整体的剪枝过程.

Added to timeline:

Pruning

By龚成

30 Aug 2019

654

Date:

jul 20, 2018

Now

~ 7 years and 2 months ago

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