The blast happened around 6:40a.m. near Kabul Military Training Center in Police District 19 of the city, said Ferdaws Faramarz, city police spokesman.
The blast was triggered by a bomb placed in roadside greenery. The two people injured were civilians and were taken to hospital for treatment.
There was no immediate claim of responsibility for the bombing.