Why concatenate lowres before last conv?

[ifeherva]

This line: https://github.com/lucidrains/imagen-pytorch/blob/main/imagen_pytorch/imagen_pytorch.py#L1720

shows that before the last conv we concatenate the low-res (again). Where does this idea come from? Can someone link a paper/repository?