Apparently peeved with poor quality of food served there, 11 of 19 females lodged there took to heels in the small hours, District Project Officer Rajkumar Yadav said.
A case has been registered in this connection.
Police has launched a search for the escapees.
In a similar incident, nine women had fled from the same shelter house three months back.