The revolution of CNN

(a) Regular convolution:
AlexNet/VGG

(b) Separable convolution block:
Split Regular convolution into Depth wise and Point wise.

(c) Separable with linear bottleneck:Import ResNet bottleneck into Separable convolution.

(d) bottleneck with expansion layer:
Invert bottleneck. (Small – Large – Small)

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