The inverted residual structure of MobileNetV2 first uses a 1×1 convolution to expand the number of channels (usually by a factor of 6), then performs a depthwise convolution, and finally uses a 1×1 convolution to compress back to low dimension, with the residual connection made at the low-dimensional point.