Nicole 'Snooki' Polizzi, Jennifer 'JWoww' Farley, Mike 'The Situation' Sorrentino, Ronnie Ortiz-Magro and Sammi Giancola were spotted in Atlanta shooting a scene for the film, Access Hollywood reports.
The Three Stooges stars Will Sasso, Sean Hayes and Chris Diamontopoulos as the titular trio of Larry, Curly and Moe, as well as Jennifer Hudson, Jane Lynch and Larry David.
Jersey Shore star Vinny Guadagnino reportedly quit the MTV series after a fight with an unidentified co-star, but ultimately returned to the show a few days later.
Earlier the week, it was reported that Snooki is in talks to join the upcoming season of Dancing with the Stars.
The Three Stooges is scheduled for a 2012 release.
Watch the trailer for the fourth season of Jersey Shore below: