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output feature dimension C out in a parent block to αC. Then, we use a nearest-neighbor interpolation for up-sampling or a stride2 3 × 3 convolution (followed by stride-2 max poolings if necessary) for down-sampling feature map to match to the target resolution. Finally, a 1 × 1 convolution is