Explosions and gunfire erupted as the militants attacked the camp, which is located barely few metres away from the Army's Brigade Headquarters in Uri town, 102 kms from here, around 4 AM, official sources said.
The jawans of the Dogra Regiment were sleeping in a tent which caught fire due the explosion. The fire also engulfed the nearby barracks, the sources said.
Nineteen other personnel were injured in the strike in which four militants were killed.
"A group of heavily armed terrorists targeted the rear administrative base of a unit at Uri, Kashmir. In the counter action, four terrorists have been eliminated and combing operations are in progress," the Army said in a statement.
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"The administrative base had large strength of troops of units turning over after their tour of duty who were stationed in tents/temporary shelters which caught fire, and resulted in heavy casualties. We salute the sacrifice of 17 soldiers who were martyred in the operation," the statement said.
Defence Minister Manohar Parrikar and Army Chief Gen Dalbir Singh Suhag are rushing to Kashmir in the wake of terror attack in Uri.
The Home Minister has also called an emergency meeting to review the situation arising out of the terror attack.