Staying in character for the eager photographers, Fergie** and Josh Duhamel** attended a Halloween party in Beverly Hills dressed as pseudo-celebs Angelyne and Dennis Woodruff on Saturday (October 27).

Bringing out his inner hippie, Josh sported a tie-dyed T-shirt, cargo shorts, a white beard, and a blue bandana, as he amped up the self-promotion.

His wife was nearly unrecognizable as the billboard-buying actress, in a pink leopard-print mini-dress, a huge blonde wig, and hot pink heels.

On Twitter, the "Big Girls Don't Cry" singer shared a photo of the couple's costumes with the comment, "Happy Hollywood Halloween! #Halloween #Hollywood #Angelyne #DennisWoodruff @FergieFootwear"

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