思想
将卷积运算转换为矩阵运算GMEE,利用GPU对于矩阵乘运算的高效性。
步骤
- img2col
- gemm
- col2img
示意图
Berkeley给了关于CNN优化的talk
参考文献
[1] High Performance Convolutional Neural Networks for Document Processing
[2] Convolution in Caffe: a memo · Yangqing/caffe Wiki · GitHub
Waiting Through My Life
将卷积运算转换为矩阵运算GMEE,利用GPU对于矩阵乘运算的高效性。
[1] High Performance Convolutional Neural Networks for Document Processing
[2] Convolution in Caffe: a memo · Yangqing/caffe Wiki · GitHub