Solved by KarthikR in post #2 
              
              
                I believe there is a way to give the desired output size, to the ConvTranspose2d function. However, you need to play with the Kernel and Stride parameters, to make sure your input size to the function can be shaped to the output size you want. Also, you may want to look into how this helps your down…