speech-6

Text-Dependent Speaker Verification

3260 papers • 126 benchmarks • 313 datasets

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Most implemented papers

End-to-end text-dependent speaker verification

Noam Shazeer, Samy Bengio, G. Heigold, Ignacio Moreno•Sat Sep 26 2015

A data-driven, integrated approach to speaker verification, which maps a test utterance and a few reference utterances directly to a single score for verification and jointly optimizes the system's components using the same evaluation protocol and metric as at test time.

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Attention-Based Models for Text-Dependent Speaker Verification

Quan Wang, Li Wan, I. López-Moreno, F. R. Chowdhury•Fri Oct 27 2017

This paper analyzes the usage of attention mechanisms to the problem of sequence summarization in the authors' end-to-end text-dependent speaker recognition system and shows that attention-based models can improves the Equal Error Rate (EER) of the speaker verification system by relatively 14% compared to their non-attention LSTM baseline model.

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