Solved by JuanFMontesinos in post #4 
              
              
                I would start by simple examples checking network’s performance. Kinda step by step. 
If it can identify very noisy images then reduce the noise and so. Then try for the gamma from very unrealistic images to realistic ones. 
Train one network per task. Modeling noise is totally different from modeli…