The firing was reported from Shopian, in southern Kashmir.
The injured have been identified as Anwal Thoker, Heeralal and Pantoo.
After receiving first aid at Shopian hospital, they have been shifted to Srinagar.
The area has been cordoned off and a massive search operation has been launched to track the attackers.