What is depthwise separable convolution in MobileNet?

Depthwise separable convolution splits convolution into depthwise and pointwise operations to reduce computation.

Standard convolution is computationally expensive because it mixes spatial and channel-wise operations. Depthwise convolution applies one filter per channel, and pointwise convolution (1x1) combines them. This drastically reduces parameters and FLOPs while maintaining accuracy.