In this paper, a secure and automatic toll fee collection system using Image to Text Conversion (ITT) and Vehicle Detection Algorithm (VDA) is proposed. This paper is to create a centralized automated toll system. It is aimed at reducing human effort and reducing the cost of the existing system. It is also aimed at distinguishing the suspected vehicles and escalating them to the respective higher officials to take further course of action. A non-stop light emitting source and a light detector are installed in the system to identify the arrival of the vehicle.