B. Siva Ganga, D. Akhila, K. Dhanush, M. Lalitha, P. Ramurthy 03 4 Our Project is to develop the technique for fingerprint authentication and facial recognition in ATMs This target can be mainly decomposed into image preprocessing feature extraction and feature match For each subtask some classical and uptodate methods in literature are analyzed Based on the analysis an integrated solution for fingerprint recognition facialrecognition and authentication is developed for demonstration For the program some optimization at the coding level and algorithm level are proposed to improve the performance of my fingerprint and facial authentication system These performance enhancements are shown by experiments conducted upon a variety of fingerprint and facial images Also the experiments illustrate the keyissues of fingerprint recognition and facial recognition that are consistent with what the available literature says The underlying principle is the phenomenon of biometric and facial AUTHENTICATION In this project we propose a method for fingerprint matching and face matching based on minutiae matching Copyright (c) World Journal of Pharmaceutical Seiences. All rights reserved 2026