The incident took place in Desh Bandhu Gupta Road locality yesterday and the injured have been identified as Satbeer, a property dealer, and his wife Kaushalya. A dog was killed when it was hit by a bullet.
Two men on a motorcycle opened fire at them when they came to meet a relative.
The couple have been admitted to hospital.
Doctors said the condition of Kaushalya was critical.