What's the best way to keep product colors consistent while randomizing the background?

That middle of the training data problem is so real. If you don't actively push for diversity every generated image ends up looking identical.

My main issue when adding random weather conditions or film stocks was that the product itself started changing colors or losing its original branding details.

Did you have to lock specific seed weights for the product while letting the background parameters randomize?