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Justin Bieber is the talk of the town, thanks to his recent engagement to Hailey Baldwin. But in New York City, he’s just another dark-haired, mustachioed face in the crowd. (Wait, what?)

On yesterday’s episode of The Tonight Show Starring Jimmy Fallon, the “Sorry” singer teamed up with the late-night host for a “Musical Photobomb” challenge, which features the duo dancing near (and annoying the hell out of) innocent strangers in Central Park.

In the clip, Bieber and Fallon are wearing wigs, sunglasses and hats and dancing to “What Do You Mean.” (They also, inexplicably, play pan flutes and wave red scarves at people.) They whip out their best moves while unsuspecting patrons go about their day, and we have to give them props for not getting recognized.

One question still remains: Why is Bieber’s suit so big?

RELATED: Miley Cyrus & Jimmy Fallon Went Undercover for Subway Station Spectacular

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