Police said that those who died in the collision have been identified as railway employee Hari Prasad Sharma (55), and a student Shubham Khushwaha (20).
Two injured people namely Mahendra Vishwakarma and Rahul Thakur have been referred to Bhopal for treatment.
The collision impact was such that both motorcycles were broken into pieces.