NOTE: All the time
s mentioned are in seconds
and only the forward passes are being considered. The reported time is the mean of time for ten iterations.
NOTE: Separable Convolutions => Depthwise Convolution --> Pointwise Convolution. The reverse is also a popular alternative but it might end up taking more time
Input Dimensions | Output Dimensions | Separable Convolutions | Convolutions |
---|---|---|---|
32x32x3x1 | 32x32x32x1 | 0.000673 | 0.000910 |
32x32x64x1 | 0.001390 | 0.001698 |