A cascaded GMM-DTW dual-factor acoustic system reports FAR of 2.73% for physical imposters and 6.67% for replays with 16.67% FRR and 9.82 ms end-to-end latency on single-core CPU.
ChaRVoC: A Challenge-Response Voice Cancelable Authentication System
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abstract
In this work, we present a Challenge-Response Voice Cancelable authentication system, called ChaRVoC, which provides protection against replay attacks, revocability issues, and template compromise. Our approach integrates three security factors: (1) inherent voice biometric characteristics, (2) user-memorized secret keys enabling template revocability, and (3) dynamic system-generated challenges providing liveness detection. Specifically, we introduce a novel HashGray-XOR scheme which combines a cryptographic hash function with an unrecoverable graycode-based transformation to create secured templates that are mathematically proven to be non-invertible. We compare our methods with existing cancelable biometric methods (WTA, IoM, RoE) on VoxCeleb1, TIMIT, and VOiCES datasets to show the recognition performance of our proposed system. We also show that our system achieves both cancelability and unlinkability properties.
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cs.SD 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
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A Lightweight Dual-Factor Acoustic Authentication System via Cascaded GMM-DTW Architecture for Edge Computing
A cascaded GMM-DTW dual-factor acoustic system reports FAR of 2.73% for physical imposters and 6.67% for replays with 16.67% FRR and 9.82 ms end-to-end latency on single-core CPU.