Conv2d Cnn Edge Detection Script Returns Blank Images

I want to colour the oil, water and plastic in the images shown. Currently I split up the training image (only using the parts which are coloured properly). I then train a conv2D

Solution 1:

I accidentally normalised (divided by 255) my data twice. This lead to the network training against blank images and therefore producing blank images.