The rapper Eminem 's video for the song Without Me won him a Grammy Award .
At the 45th Grammy Awards , the album was nominated for Album of the Year and became Eminem 's third album in four years to win Best Rap Album and won him his first Best Music Video for `` Without Me '' .
The Eminem Show