Rihanna and rapper Drake perform during the 2011 NBA All-Star game halftime show on Feb. 20, 2011, in Los Angeles.
/ GettyLast year's big winner Katy Perry isn't far behind, with four nominations.
Rihanna has two chances to win for video of the year; she's nominated both for her hit "We Found Love" and for her duet with Drake on "Take Care."
Read more: MTV Video Music Awards 2012: Who will win video of year?Several acts, meanwhile, are up for three nominations each: Beyonce, Coldplay, Frank Ocean, M.I.A. and the Throne.
Justin Bieber is up for best male video race and best pop video.
This year will see plenty of new faces, too. Gotye, Lana Del Rey, Fun. and Skrillex are among the newer acts with multiple nominations.
Competing for the this year's video of the year are Perry's "Wide Awake," Gotye's "Somebody That I Used To Know," Rihanna's "We Found Love" Drake featuring Rihanna with "Take Care" and M.I.A.'s "Bad Girls."
The show will air live from Los Angeles on Sept. 6, and will feature performances from four-time VMA winner Alicia Keys and One Direction, up for best pop video for their hit "What Makes You Beautiful."
Fans can vote online for general VMA categories, including video of the year and best new artist, here.
2012 MTV Video Music Awards nominees:
Video of the year
Katy Perry, "Wide Awake"
Gotye, "Somebody That I Used To Know"
Rihanna, "We Found Love"
Drake feat. Rihanna, "Take Care"
M.I.A., "Bad Girls"
Best new artist
Fun. feat. Janelle Monae, "We Are Young"Best hip-hop video
Childish Gambino, "Heartbeat"Best female video
Rihanna, "We Found Love"Best male video
Justin Bieber, "Boyfriend"Best pop video
One Direction, "What Makes You Beautiful"Best rock video
Coldplay, "Paradise"Best art direction
Katy Perry, "Wide Awake"Best choreography
Chris Brown, "Turn Up the Music"Best cinematography
M.I.A., "Bad Girls"Best electronic dance music video
Duck Sauce, "Big Bad Wolf"Best direction
M.I.A., "Bad Girls"Best editing
Beyonce, "Countdown"Best visual effects
Katy Perry, "Wide Awake"Best video with a message
Demi Lovato, "Skyscraper"