The 25-year-old Wolves defender was dismissed by referee Russell Booth in the final minute of the 1-0 defeat at The Madejski Stadium for using foul and abusive language to a linesman.
Collins, whose own goal in the first minute of the game against the Royals decided the result, will now be forced to serve an automatic two game ban which begins with immediate effect.