Solved by ptrblck in post #2 
              
              
                You are right. There are several setting for your ConvTranpose layer to achieve the same result. 
The same goes for the opposite direction: you can get the same output shape using different settings for a Conv layer. 
This tutorial and also these visualizations might make things clearer.