Solved by Shima_Shahfar in post #10 
              
              
                It is possible but I am not sure if it’s the best way to go for your problem. 
From what I understand you only want to reconstruct the RGB image from the output, am I right? If yes, do you know what each channel of your output represents? Isn’t one of the channels the edge map? 
In case you want to …