Huge crowds turned out across the country to shop and party alongside their favorite stars during Fashion's Night Out last week. But not every celeb's ensemble was a hit with the style set.

PHOTOS: Fashion's Night Out best dressed stars

Nicole Scherzinger, 33, arrived at the Oscar de la Renta store in Los Angeles wearing a flashy gold suit, paired with a high-neck black lace blouse. "It's like channeling Austin Powers," says one fashionista. "I'm not a fan."

The former lead singer of the Pussycat Dolls will be sitting alongside Simon Cowell, Paula Abdul and Antonio "L.A." Reid at the judges' table when The X Factor premieres September 21 on Fox.

VIDEO: More wacky celebrity fashion

Hear what else the Us Weekly Fashion Police had to say about Scherzinger's look, and see which one of the Real Housewives of New York had a red carpet fashion fail on the same night.

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