This may or may not help, but in winter, when trees are leafless, I usually do most of my forest photography in stark monochrome. It brings out the harshness of the season and kinda works with the relative lack of color they have compared to when they’re leafy.
I’m in VA so trees are like subtropical/super leafy during spring/summer/fall then they get barren in winter like now.