The woman and her two children were crossing the track on foot and came under wheels of Intercity Express.
The victims -- Champa Devi (35), her daughter Kiran Kumari (5) and son Ravi Ranjan (1) -- probably did not see the coming train due to fog, police said.
The bodies were sent for post-mortem.