Solved by tom in post #2 
              
              
                One authoritative way to look at transposed convolutions is to look at how convolutions operate as banded matrices on flattened images. Then the transposed convolution is just applying the transposed matrix to something of the output shape. For example, Dumoulin and Visin do this in their famous exp…