It is unclear from the images shown what the ML is actually adding to the enhancement that couldn't be achieved by just loading the image into your favourite photo editing software and fiddling with the brightness. To fix this, it would be a good idea to show images that have been adjusted in this way instead of the black images. Then we can see the difference between non-ML adjustment and ML enhancement.