Two police officers say four others were wounded in the Thursday morning attack in the town of Taji. The militants fled the area after a brief clash without suffering casualties.
A health official confirmed the casualty figures. All officials spoke on condition of anonymity as they were not authorized to release information.
Taji is a former insurgent stronghold, located about 12 miles (20 kilometers) north of the Iraqi capital.
The attack followed a spike in violence last week that left nearly 300 people killed. Alarmed by a nationwide deterioration in the security situation, Iraqi Prime Minister Nouri al-Maliki ordered a reshuffle in senior military ranks.
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