CNN gradients with different magnitude
If you are capable of optimizing the weighting hyperparameter γ, then the relative importance of the loss functions becomes an empirical question. That data will help guide the mixture of losses.
Normalizing the gradients is ad hoc. Thus simplifier but could over simplify the problem.