Techniques in convolution

2019/5/8 posted in  theory

performance: ResNet -> DenseNet -> SENet

speed:

1. Convolution Variants

1.1 Normal Convolution

1.2 Depth-wise Convolution and Point-wise Convolution

1.3 Deformable Convolution

1.4 Dynamic Convolution

2. Classic Blocks

1. ResNet: Residual-Block

2. DenseNet: Dense-Block

3. SENet: SE-Block

4. MobileNet: Dw-conv & Pw-conv