Several existing methods are used for ATM security. In the proposed approach, uses pin along with palm-print image at a time, dominant spectral features are been extracted such as the major lines. This approach helps in increasing the performance and accuracy of the system.. The aim of working on the palm-print recognition system is to develop a system with increased speed accuracy and security.