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More compact MobileNet

The new 1x1 convolution module for greatly reducing the number of parameters of the compact model such as MobileNet.

General

the initial design architecture:
                                                           
the modified design architecture:
                                   

Required software

  1. pytorch - 0.4
  2. python - 3.5

Hardware required

The code was tested on P100.

About

the all scripts for new point-wise convolution

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