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A streamlit application that lets you explore the effect of different audio augmentation techniques

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akhilvasvani/audio-transformation-visualization

 
 

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Visualize audio transformations with streamlit

A streamlit application that lets you explore the effect of different audio augmentation techniques. Uses audiomentations to implement the augmentations. Try it live here! A short introduction is available at Towards Data Science here.

You build your pipeline by selecting augmentations in the left sidebar. Then, you upload or select a provided file (taken from the ESC-50 dataset). To start, click "Apply"; the indvidual steps of the pipeline are visualized.

To run this locally, clone the repository. Install the python packages from the requirements.txt. Use apt or brew to install the dependencies from packages.txt. Then, run "streamlit run visualize_transformation.py" to start the GUI locally.

Screenshot of the GUI, with some augmentations selected

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A streamlit application that lets you explore the effect of different audio augmentation techniques

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  • Python 100.0%