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Soundgen: An open-source tool for synthesizing nonverbal vocalizations.
1Division of Cognitive Science, Department of Philosophy, Lund University, Box 192, SE-221 00, Lund, Sweden. andrey.anikin@lucs.lu.se.
Behavior Research Methods
|July 29, 2018
Summary
Soundgen, an R package, synthesizes natural-sounding nonverbal vocalizations. Its validated tool allows researchers to manipulate acoustic features, aiding studies on vocal communication and bioacoustics.
Area of Science:
- Bioacoustics
- Speech Synthesis
- Psychology
Background:
- Investigating the communicative role of acoustic features in vocalizations is crucial.
- Existing text-to-speech systems are not always suitable for non-speech sound research.
- Bioacousticians and researchers of human nonverbal vocalizations need specialized tools.
Purpose of the Study:
- To introduce Soundgen, an open-source R package for synthesizing and manipulating natural-sounding nonverbal vocalizations.
- To validate Soundgen's effectiveness by comparing synthetic sounds with original recordings.
- To enable precise control over acoustic features for research in vocal communication and perception.
Main Methods:
- Developed Soundgen, an R package with command-line and interactive app interfaces.
- Synthesized nonverbal vocalizations (screams, moans, laughs) using high-level acoustic parameters.
- Validated synthetic sounds by comparing perceived emotion, valence, arousal, and authenticity against 60 original recordings.
Main Results:
- Synthetic vocalizations generated by Soundgen showed similar valence and arousal ratings compared to original recordings.
- Authenticity ratings for synthetic sounds were comparable to originals, especially for less complex vocalizations.
- Manual specification of a few high-level parameters enabled accurate sound reproduction.
Conclusions:
- Soundgen provides a validated tool for synthesizing and manipulating nonverbal vocalizations.
- The package facilitates research into the acoustic predictors of emotion and authenticity in human voices.
- Soundgen is broadly applicable to studies requiring precise control over nonspeech sound acoustics, including animal vocalizations and auditory perception research.
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