InstanceNorm, GroupNorm, and BatchNorm can act as spatial communication channels that let CNNs aggregate information from well beyond their local receptive field.
We compare to an identical network without BatchNorm
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Spooky Action at a Distance: Normalization Layers Enable Side-Channel Spatial Communication
InstanceNorm, GroupNorm, and BatchNorm can act as spatial communication channels that let CNNs aggregate information from well beyond their local receptive field.