No one was hurt in the attack that apparently targeted the Vatan police station.
Istanbul Governor Vahip Sahin said a "large scale" police operation was launch to identify and catch the assailant or assailants.
Turkey has suffered a series of deadly attacks carried out either by the Islamic State group or Kurdish militants.
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