30
/
AIzaSyAYiBZKx7MnpbEhh9jyipgxe19OcubqV5w
June 15, 2024
3939983
363911
2

may 5, 2015 - Accelerating very deep convolutional networks for classification and detection. (TPAMI 2015)(copy)

Description:

Three-component Decomposition

w*h*c*n -> w*h*c*d d*n -> w*1 1*h 1*1

conduct a two-component decomposition on the first weight tensor after the SVD decomposition, which turns into a three- component decomposition method.

结果:
By utilizing this three-component decomposition, only a 0.3% increased top-5 error was produced in for a 4× theoretical speedup.

Added to timeline:

7 Apr 2020
0
0
179

Date:

may 5, 2015
Now
~ 9 years ago