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pruned-voicefixer's Introduction

Pruned VoiceFixer

This is a pruned version of the original VoiceFixer implementation here.

  • Finish initial working version
  • Work on Vocoder - Current candidate: iSTFTNet

Dataset Manifest

For this repository, we will be adopting the Nvidia NeMo's manifest format.

# {'input_filepath': <rel. path to noisy audio file>, 'target_filepath': <rel. path to clean audio file>, ... other params}
{"input_filepath": "noisy/0/AuXX152x/0_0.wav", "target_filepath": "clean/0/0_0.wav", "speaker_id": "103-1240", "gender": "f"}
{"input_filepath": "noisy/0/AuXX152x/0_1.wav", "target_filepath": "clean/0/0_1.wav", "speaker_id": "103-1240", "gender": "f"}

Training

  1. Update/add the configs in the config folder for your own dataset and experiment
  2. Run the following command when running locally:
python3 train.py

References

 @misc{liu2021voicefixer,   
     title      = {VoiceFixer: Toward General Speech Restoration With Neural Vocoder},   
     author     = {Haohe Liu and Qiuqiang Kong and Qiao Tian and Yan Zhao and DeLiang Wang and Chuanzeng Huang and Yuxuan Wang},  
     year       = {2021},  
     eprint     = {2109.13731},  
     archivePrefix = {arXiv},  
     primaryClass  = {cs.SD}  
 }

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Contributors

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