She already had two high-profile romances this year, but Fast And The Furious actress Michelle Rodriguez could be aiming for her most talked-about romance yet.

Michelle Rodriguez Dating Catherine McNeil?

TMZ spotted both the 36-year-old actress and 26-year-old singer Rihanna leaving Giorgio Baldi restaurant in Santa Monica Tuesday night, and though they didn't confirm whether or not they had dined together, both had incredibly nice things to say about one another-which sparked TMZ to speculate if the two would consider dating.

After their cameraman caught up with Rodriguez as she left the restaurant and asked her if she liked Rihanna's music, the actress admitted she did, which led to a question on whether she "liked her liked her," something Rodriguez responded to affirmatively.

Michelle Rodriguez Ready To 'Settle Down?'

"Yeah, I think she's cool, don't you?" she said before driving away.

The cameraman then asked Rihanna as she left what she thought of Rodriguez admitting to liking her, causing the singer to give a surprising reply.

"She's sexy," she said.

The possibility of a Rodriguez and Rihanna coupling then led to the TMZ staff labeling them as a top power couple.

Though the two aren't likely to be dating, a potential romance between them could cause some drama with Rodriguez's former girlfriend, 22-year-old model Cara Delevingne, whom she had a brief romance with earlier this year.

Delevingne and Rihanna have been known as friends, and reports surfaced earlier this year that Rodriguez was jealous of how close they were, and even tried demanding her girlfriend stop spending time with the singer.

"Michelle knows Cara has a crush on Rihanna and has asked her not to spend so much time with her, saying its unhealthy and disrespectful to her," sources said at the time.

Post her split with Delevingne, Rodriguez was linked to actor Zac Efron over the summer, though their romance fizzled by the end of August. Rihanna's most famous relationships have been with fellow singers Chris Brown and Drake.