The incident took place around 1 PM and the occupants of the car fled the spot before police could arrive there.
Eyewitnesses told police that two of the occupants, including a girl, were wearing school uniforms and the car was heading towards Fortis Hospital at a speed above 100 km per hour, an official said.
A part of the divider was broken and the front portion of the car badly damaged in the crash, which left the three injured.
A case of rash driving has been registered and the owner of the car has been identified with the help of the registration number.
Legal action shall be initiated accordingly, police added.