The dogs charged the officers as they executed an arrest warrant on 111th Avenue in Cambria Heights just after 6:30 a.m.
The officers fired their weapons in defense, police say, and the dogs were shot and killed.
The officers were not injured.
Three people were arrested as a result of this incident.
One of the suspect had a gun and is facing in charges in relation to that.