Downsampling bottlenecks further downsample the feature map size. Main branch: 1. max pooling with stride 2; indices are saved to be used for unpooling later. Extension branch: 1. 2x2 convolution with stride 2 that decreases the number of channels by ``internal_ratio``, also
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