The clash broke out in Yalova province, south of Istanbul, as police stormed a house where the militants were hiding, Anadolu Agency said.
Special forces from neighboring Bursa province were dispatched to reinforce the operation.
Anadolu said none of the wounded officers were in serious condition.
Last week, police launched scores of simultaneous raids, detaining 115 militants of the extremist group who were allegedly planning attacks targeting Christmas and New Year's celebrations. Officials said the group had called for action, particularly against non-Muslims, during the celebrations.
IS has carried out a series of deadly attacks in Turkiye in recent years, including a shooting at an Istanbul nightclub during New Year celebrations on January 1, 2017, which killed 39 people.
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