| 发明名称 |
REDUCING COMPUTATIONS IN A NEURAL NETWORK |
| 摘要 |
Reducing computations in a neural network may include determining a group including a plurality of convolution kernels of a convolution stage of a neural network. The convolution kernels of the group are similar to one another. A base convolution kernel for the group may be determined. Scaling factors for a plurality of input feature maps processed by the group may be calculated. The convolution stage of the neural network may be modified to calculate a composite input feature map using the scaling factors and apply the base convolution kernel to the composite input feature map. |
| 申请公布号 |
US2016358068(A1) |
申请公布日期 |
2016.12.08 |
| 申请号 |
US201615014686 |
申请日期 |
2016.02.03 |
| 申请人 |
Samsung Electronics Co., Ltd. |
发明人 |
Brothers John W.;Lee Joohoon |
| 分类号 |
G06N3/08;G06N99/00 |
主分类号 |
G06N3/08 |
| 代理机构 |
|
代理人 |
|
| 主权项 |
1. A method, comprising:
determining, using a processor, a group comprising a plurality of convolution kernels of a convolution stage of a neural network, wherein the convolution kernels of the group are similar to one another; determining a base convolution kernel for the group; determining scaling factors for a plurality of input feature maps processed by the group; and modifying the convolution stage to calculate a composite input feature map using the scaling factors and apply the base convolution kernel to the composite input feature map. |
| 地址 |
Gyeonggi-Do KR |
