International Journal For Multidisciplinary Research

E-ISSN: 2582-2160     Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 8, Issue 2 (March-April 2026) Submit your research before last 3 days of April to publish your research paper in the issue of March-April.

Voiceprint-Based Hardware Authentication System with Spoof Detection

Author(s) Mr. Koushik Patnam, Srija J
Country India
Abstract This research proposes a voiceprint-based hardware authentication system with integrated spoof detection to counter replay and AI-generated voice attacks. The system employs a dual-stage framework combining MFCC-based speaker verification with deep learning–based spoof detection using convolutional and recurrent neural networks. Implemented on a microcontroller and Raspberry Pi edge platform, the system achieves low-latency, secure processing with authentication and spoof detection accuracies of 95.3% and 97.8%, respectively.
Field Engineering
Published In Volume 8, Issue 1, January-February 2026
Published On 2026-01-25
DOI https://doi.org/10.36948/ijfmr.2026.v08i01.66146

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