The accused has told police he had sexually assaulted many minor girls in Uttarakhand's Rudrapur, where he currently stays, Ghaziabad and New Ashok Nagar in east Delhi.
Police have been able to identify 58 girls who allegedly had been his victims.
Police said the girls who participated in the test identification parade broke down during the exercise as they were reminded of the incident when he had tried to sexually assault them.
The Delhi Police is providing counselling to all the three victims, who came forward after he was arrested.
"With the help of an NGO, we are providing counselling to them and requesting them to file an FIR against him, but they have not given any complaint as of now," said a senior police officer.