Adventure has to take place in a setting, doesn't it? And that setting is either historical, science fiction, fantasy, urban fantasy, or magic realism/horror, right?
I've never heard of "adventure" on its own as an adult genre, just "action adventure," which can take place anywhere. Doesn't mean it doesn't exist, of course.