An Effectual Image based Authentication Scheme for Mobile Device using Machine Learning
Kota Lokesh Kumar, Sangram Ray, Priyanka Das · 2024
In today's digital world, the integration of mobile device authentication has revolutionized the way we access services and applications. But, due to the growing amount of sensitive data that is stored in mobile devices, a strong authentication system is essential to protect user privacy and prevent unauthorized access. To address this aspect the incorporation of password, biometric, etc., to authentication scheme has increased owing to its significant features such as - high security, fast verification, etc. However, there are several weaknesses of using these mechanisms as it cannot be reset or reissued effortlessly. Therefore, to overcome these disadvantages a novel effectual Image based authentication scheme for mobile device using Machine Learning is proposed. Further, the performance efficiency of the proposed scheme is evaluated in terms of processing time. Thus, our scheme is comparable efficient than other existing password and/or biometric based schemes.