Barlow, who played Rae Wilson in the Channel 4 teen soap, apparently impressed at the Blind Auditions stage of the BBC talent show.
"Alice has a fantastic voice and certainly looks like a popstar," a source told fansite Soap Squawk.
In 2008, Barlow performed at a local talent show judged by X Factor's Louis Walsh. After covering Alicia Keys's 'If I Ain't Got You', Walsh described her as a "natural talent" and compared her to a "little Lulu".
Watch Alice Barlow singing at 'Stobart Factor':
It was reported earlier this week that Olympic athlete Tasha Danvers is also among this year's Voice UK acts.
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