Solved by JuanFMontesinos in post #2 
              
              
                In general convolutions works on a grid. Therefore the input can be an image of any size. 
Some networks (usually old ones) have fully connected layers in the edn which work with fixed size inputs. In short networks should work with any size but may not. 
Another thing is the subjective size of the …