It can be anything from being selected valedictorian to being listed on the honor roll for your class. Obviously, awards and scholarships are important, but any recognition you have received should be listed. Academic honors include membership in the honor society, but not the math or science club - unless they require a level of achievement.
the honor societies you are in meaningful certificates meaningful awards - they are not looking for your grades/scores