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--- |
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language: "en" |
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tags: |
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- Speech Enhancement |
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- PyTorch |
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license: "apache-2.0" |
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datasets: |
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- Voicebank |
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- DEMAND |
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metrics: |
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- PESQ |
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- STOI |
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--- |
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# MetricGAN-trained model for Enhancement |
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This repository provides all the necessary tools to perform enhancement with |
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SpeechBrain. For a better experience we encourage you to learn more about |
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[SpeechBrain](https://speechbrain.github.io). The given model performance is: |
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| Release | Test PESQ | Test STOI | |
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|:-----------:|:-----:| :-----:| |
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| 21-04-27 | 3.15 | 93.0 | |
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## Install SpeechBrain |
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First of all, please install SpeechBrain with the following command: |
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``` |
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pip install speechbrain |
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``` |
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Please notice that we encourage you to read our tutorials and learn more about |
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[SpeechBrain](https://speechbrain.github.io). |
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## Pretrained Usage |
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To use the mimic-loss-trained model for enhancement, use the following simple code: |
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```python |
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import torch |
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from speechbrain.pretrained import SpectralMaskEnhancement |
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enhance_model = SpectralMaskEnhancement.from_hparams( |
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source="speechbrain/metricgan-plus-voicebank", |
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savedir="pretrained_models/metricgan-plus-voicebank", |
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) |
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# Load and add fake batch dimension |
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noisy = enhance_model.load_audio( |
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"speechbrain/metricgan-plus-voicebank/example.wav" |
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).unsqueeze(0) |
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# Add relative length tensor |
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enhance_model.enhance_batch(noisy, lengths=torch.tensor([1.])) |
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``` |
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## Referencing MetricGAN+ |
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If you find MetricGAN+ useful, please cite: |
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``` |
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@article{fu2021metricgan+, |
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title={MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement}, |
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author={Fu, Szu-Wei and Yu, Cheng and Hsieh, Tsun-An and Plantinga, Peter and Ravanelli, Mirco and Lu, Xugang and Tsao, Yu}, |
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journal={arXiv preprint arXiv:2104.03538}, |
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year={2021} |
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} |
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``` |
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## Referencing SpeechBrain |
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If you find SpeechBrain useful, please cite: |
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|
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``` |
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@misc{SB2021, |
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author = {Ravanelli, Mirco and Parcollet, Titouan and Rouhe, Aku and Plantinga, Peter and Rastorgueva, Elena and Lugosch, Loren and Dawalatabad, Nauman and Ju-Chieh, Chou and Heba, Abdel and Grondin, Francois and Aris, William and Liao, Chien-Feng and Cornell, Samuele and Yeh, Sung-Lin and Na, Hwidong and Gao, Yan and Fu, Szu-Wei and Subakan, Cem and De Mori, Renato and Bengio, Yoshua }, |
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title = {SpeechBrain}, |
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year = {2021}, |
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publisher = {GitHub}, |
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journal = {GitHub repository}, |
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howpublished = {\url{https://github.com/speechbrain/speechbrain}}, |
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} |
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``` |
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