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There has been tremendous advancement in the field of computing in the last two decades. Human face is the most dominant characteristic which is used to verify/authenticate a person amongst group of people. Face detection technology is developed for detecting facial features and ignores background images or cluttered images. Computer-based face recognition system has revolutionized the way the world works around these days, as government agencies (law and justice enforcement) are readily accepting this technology as a standard method for recognizing the uniqueness in a human beings [1]. Our proposed system is based on facial recognition that can be used by Delhi Metro System for easing up the process of fare calculation deduction system by means of automating the system using cameras placed at the entry gate, inside the metro rail and at the exit gate. This system will help in saving the man hours required for vending out tokens/ tickets/ smart cards in the metro system. This system will also increase the accuracy and will help in replacing traditional fare calculation activity which is perform daily.