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Rihanna and Drake have each picked up five nominations for the 2012 MTV Video Music Awards, it was announced this morning, and the onetime -- or is it sometime? -- lovebirds will compete for this year's coveted Video of the Year prize.

Interestingly, Ri appears on "Take Care," the Drizzy track up against her own "We Found Love." Also is the running is "Wide Awake" by Katy Perry, who follows closely behind Drake and Rihanna -- leaders of this year's pack -- with four nominations.

Among Drake's other nominations is one for Best Hip-Hop Video, where he'll battle it out with Childish Gambino ("Heartbeat"), Kanye West ("Mercy"), Watch the Throne ("Paris") and Nicki Minaj ("Beez in the Trap").

Rihanna goes head to head with Perry for Best Female Video -- though they'll face some stiff competition from Beyonce ("Love on Top"), Nicki Minaj (Starships) and Selena Gomez ("Love You Like a Love Song").

A full list of nominees is below. The 2012 MTV Video Music Awards air live from the Staples Center in Los Angeles on Sept. 6. Fans can vote on all categories at vma.mtv.com.

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"
Carly Rae Jepsen, "Call Me Maybe"
Frank Ocean, "Swim Good"
One Direction, "What Makes You Beautiful"
The Wanted, "Glad You Came"

Best Hip-Hop Video
Childish Gambino, "Heartbeat"
Drake feat. Lil Wayne, "HYFR"
Kanye West feat. Pusha T, Big Sean & 2 Chainz, "Mercy"
Watch the Throne, "Paris"
Nicki Minaj feat. 2 Chainz, "Beez in the Trap"

Best Male Video
Justin Bieber, "Boyfriend"
Frank Ocean, "Swim Good"
Drake feat. Rihanna, "Take Care"
Chris Brown, "Turn Up the Music"
Usher, "Climax"

Best Female Video
Rihanna, "We Found Love"
Katy Perry, "Part of Me"
Beyoncé, "Love on Top"
Nicki Minaj, "Starships"
Selena Gomez & The Scene, "Love You Like a Love Song"

Best Pop Video
One Direction, "What Makes You Beautiful"
Fun. feat. Janelle Monae, "We Are Young"
Rihanna, "We Found Love"
Justin Bieber, "Boyfriend"
Maroon 5 feat. Wiz Khalifa, "Payphone"

Best Rock Video
Coldplay, "Paradise"
The Black Keys, "Lonely Boy"
Linkin Park, "Burn It Down"
Jack White, "Sixteen Saltines"
Imagine Dragons, "It's Time"

Best Electronic Dance Music Video
Duck Sauce, "Big Bad Wolf"
Calvin Harris, "Feel So Close"
Skrillex, "First of the Year (Equinox)"
Martin Solveig, "The Night Out"
Avicii, "Le7els"

Best Video With a Message
Demi Lovato, "Skyscraper"
Rise Against, "Ballad of Hollis Brown"
Kelly Clarkson, "Dark Side"
Gym Class Heroes, "The Fighter"
K'Naan feat. Nelly Furtado, "Is Anybody Out There?"
Lil Wayne, "How to Love"

Best Art Direction
Katy Perry, "Wide Awake"
Drake feat. Rihanna, "Take Care"
Lana Del Rey, "Born to Die"
Regina Spektor, "All the Rowboats"
Of Monsters & Men, "Little Talks"

Best Choreography
Chris Brown, "Turn Up the Music"
Rihanna, "Where Have You Been"
Beyoncé, "Countdown"
Avicii, "Le7els"
Jennifer Lopez feat. Pitbull, "Dance Again"

Best Cinematography
M.I.A., "Bad Girls"
Adele, "Someone Like You"
Drake feat. Rihanna, "Take Care"
Coldplay feat. Rihanna, "Princess of China"
Lana Del Rey, "Born to Die"

Best Direction
M.I.A., "Bad Girls"
Duck Sauce, "Big Bad Wolf"
Coldplay feat. Rihanna, "Princess of China"
Frank Ocean, "Swim Good"
Watch the Throne, "Otis"

Best Editing
Beyoncé, "Countdown"
A$AP Rocky, "Goldie"
Gotye, "Somebody That I Used to Know"
Watch the Throne, "Paris"
Kanye West feat. Pusha T, Big Sean and 2 Chainz, "Mercy"

Best Visual Effects
Katy Perry, "Wide Awake"
Rihanna, "Where Have You Been"
David Guetta feat. Nicki Minaj, "Turn Me On"
Linkin Park, "Burn It Down"