A sports team that is significantly better than most other teams in their respective league, but fall short of being the best.
In a direct matchup against the best team, they are the underdog.
In college football, LSU and Georgia are the overdogs of the Southeastern Conference. They are better than most other teams in the conference, yet are mostly overshadowed by Alabama.