As I use my bikes all through winter (unless Ice etc) I have never removed the batteries but would probably do that if in your situation.2 bikes one charger so I always remove battery's around this time of year. I then start to trickle charge them one month before I need them again.
Are you ever tempted to go out during the winter? We have some lovely winter days, dry and warm ish.