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Evaluating synthesized speech intelligibility in noise.

Ye Yang1, Dathan Nguyen1, Katherine Chen1

  • 1Department of Biomedical Engineering, University of California, Irvine, California 92697, USA.

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|April 17, 2025
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Summary

Synthesized voices, like human speech, can be intelligible in noisy conditions. Some machine-generated voices even outperform human speech intelligibility and are better recognized by automatic speech recognition systems.

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Area of Science:

  • Speech processing
  • Human-computer interaction
  • Acoustic phonetics

Background:

  • Humans adapt speech for clarity in noise.
  • Advancing speech synthesis technology enables machines to generate intelligible speech.
  • Evaluating synthesized speech intelligibility in noise is crucial for human-computer interaction.

Purpose of the Study:

  • To assess the subjective and objective intelligibility of synthesized speech in speech-shaped noise.
  • To compare the intelligibility of synthesized voices from major platforms against human speech.
  • To evaluate the performance of automatic speech recognition systems with synthesized speech.

Main Methods:

  • Subjective intelligibility tests involving human listeners.
  • Objective intelligibility measurements.
  • Evaluation of synthesized speech from three major speech synthesis platforms.
  • Testing with speech-shaped noise.

Main Results:

  • Synthesized voices demonstrated an intelligibility range comparable to human voices.
  • Certain synthesized voices exhibited higher intelligibility than human voices.
  • Two modern automatic speech recognition systems achieved 10% higher word recognition accuracy compared to human listeners.

Conclusions:

  • Speech synthesis technology can produce voices highly intelligible in noisy environments.
  • Synthesized voices show potential to match or exceed human speech intelligibility.
  • Automatic speech recognition systems perform exceptionally well with intelligible synthesized speech.