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Published on: February 12, 2018
An automated pipeline for efficiently generating standardized, child-friendly audiovisual language stimuli
Bianca Santi1, Matthew Soza1, Greta Tuckute1
1Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA; McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
Researchers developed an automated pipeline to quickly create child-friendly language stimuli. This tool uses text-to-speech and animation for efficient audiovisual material generation in developmental research.
Area of Science:
- Cognitive Science
- Developmental Psychology
- Computational Linguistics
Background:
- Creating child-appropriate language stimuli is challenging and labor-intensive.
- Existing methods for stimulus generation can be slow and costly.
Purpose of the Study:
- To develop an automated pipeline for rapid, customizable audiovisual language stimulus generation.
- To simplify and accelerate the creation of stimuli for developmental and cognitive research.
Main Methods:
- An automated pipeline combining Google Cloud Text-to-Speech and Adobe Character Animator was developed.
- The pipeline converts text input into audiovisual stimuli with animated characters and synchronized speech.
- Stimuli were evaluated through acoustic comparison with human-recorded data.
Main Results:
- The pipeline efficiently generates audiovisual stimuli in under 2 minutes per item.
- The audio generation component is exceptionally fast, completing in under 1 second per stimulus.
- Less than 9% of generated stimuli required regeneration, indicating high quality.
Conclusions:
- The automated pipeline significantly streamlines the creation of language stimuli for research.
- This tool is particularly beneficial for cognitive neuroscience studies requiring large stimulus sets.
- The pipeline facilitates developmental research across language and other cognitive domains.
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