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MicAugment

Unofficial PyTorch implementation of MicAugment: One shot microphone style transfer

Note: This is a work in progress. Details will follow in the upcoming commits

Todo

  • Microphone Model (PyTorch)
  • Data preprocessing pipeline
  • Training pipeline
  • Jupyter notebook with examples
  • Device identification
  • SEANet & evaluation of robustness
  • Pretrained checkpoints

Requirements

conda env create -f environment.yml
conda activate mic_env

Training pipeline

cd src
python prepare_data.py
python trainer.py <arguments>

Citation

@inproceedings{borsos2021micaugment,
  title={Micaugment: One-Shot Microphone Style Transfer},
  author={Borsos, Zalán and Li, Yunpeng and Gfeller, Beat and Tagliasacchi, Marco},
  booktitle={ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={3400--3404},
  year={2021},
  organization={IEEE}
}

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MicAugment: One shot microphone style transfer

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