Virgil van Dijk, Mohamed Salah and Sadio Mane cut after leading Liverpool to the Champions League, with Jurgen Klopp up for the Coach of the Year prize.
Usual suspect, Cristiano Ronaldo and Lionel Messi are once again among the contenders, having been pipped by Luka Modric last year.
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Kylian Mbappe, Eden Hazard and Dutch duo Matthijs de Ligt and Frenkie de Jong have also made the shortlist.
The winner will be confirmed in Milan on September 23.