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Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing

Official Repository for the paper "Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing", published in Interspeech 2023 (Paper)

Dependencies

pip install -r requirements.txt

Training

  1. Download ASVspoof2019 dataset
  2. Change the "database_path" in AASIST-L_SAM.conf file (or Move data to data folder)
python main.py --config ./config/AASIST-L_SAM.conf

Evaluation using pre-trained model

python main.py --eval --config ./config/AASIST-L_SAM.conf
  • Performance
    • ASVspoof2019 evaluation(SAM w/o additional training datasets): EER 1.06%

Citation

@article{shim2023multidataset,
      title={Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing}, 
      author={Hye-jin Shim and Jee-weon Jung and Tomi Kinnunen},
      journal={Proc. Interspeech},
      year={2023}
}

Reference

This code refers to the the following repositories:

  1. https://github.com/clovaai/aasist
  2. https://github.com/davda54/sam

License

This code is licensed under MIT license

audio_anti-spoofing_sharpness's People

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audio_anti-spoofing_sharpness's Issues

how to run?

Is there a missing ? can you give run command?

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