The upsampling bottlenecks upsample the feature map resolution using max pooling indices stored from the corresponding downsampling bottleneck. Main branch: 1. 1x1 convolution with stride 1 that decreases the number of channels by ``internal_ratio``, also called a projection; 2.
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