Thanks for the input.
I read about the transposed convolution and from what I understood, the parameters (stride,filter size,padding, etc) of the convTranspose operation from 41x41 to 321x321 should be the same as parameters for some convolution operator to go from 321x321 to 41x41.
Is this right?