Avril Lavigne was one the biggest winners at the MuchMusic Video Awards in Toronto, Canada on Sunday night. Lavigne was named Favorite Canadian Artist and awarded with the Best International Video By a Canadian for "Girlfriend." Rocks bands My Chemical Romance and Billy Talent also reaped prices. And Fergie's "Fergalicious" won Best International Video - Artist.