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personalized-breath

Repo for the ACMMM20 submission: "Personalized breath based biometric authentication with wearable multimodality".

@misc{bui2021personalized,
      title={Personalized breath based biometric authentication with wearable multimodality}, 
      author={Manh-Ha Bui and Viet-Anh Tran and Cuong Pham},
      year={2021},
      eprint={2110.15941},
      archivePrefix={arXiv},
      primaryClass={cs.LG}
}

Please CITE our paper if you find it useful in your research.

Guideline

To extract features:

  • cd personalized-breath/
  • python src/processing/extract_acce_gyro.py
  • python src/processing/extract_audio.py

To train model:

  • python src/main.py --breath_type=normal --model_type=multi --model_name=tcn --no_outer=0
  • results stored in results/

To get results:

  • with open('results/outputs/'+breath_type+'/list_test_acc_'+model_name, 'rb') as filehandle: list_test_acc = pickle.load(filehandle)

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Personalized breath based biometric authentication with wearable multimodality (ACMMM20 submission).

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