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@@ -18,9 +18,7 @@ metrics:
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  ---
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  # SepFormer trained on WHAM!
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- This repository provides all the necessary tools to perform audio source separation with a [SepFormer](https://arxiv.org/abs/2010.13154v2)
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- model, implemented with SpeechBrain, and pretrained on [WHAM!](http://wham.whisper.ai/) dataset. 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 16.3 dB SI-SNRi on the test set of WHAM! dataset.
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  | Release | Test-Set SI-SNRi | Test-Set SDRi |
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  |:-------------:|:--------------:|:--------------:|
@@ -35,8 +33,7 @@ First of all, please install SpeechBrain with the following command:
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  pip install \\we hide ! SpeechBrain is still private :p
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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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  ### Perform source separation on your own audio file
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  ---
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  # SepFormer trained on WHAM!
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+ This repository provides all the necessary tools to perform audio source separation with a [SepFormer](https://arxiv.org/abs/2010.13154v2) model, implemented with SpeechBrain, and pretrained on [WHAM!](http://wham.whisper.ai/) dataset, which is basically a version of WSJ0-Mix dataset with environmental noise. For a better experience we encourage you to learn more about [SpeechBrain](https://speechbrain.github.io). The given model performance is 16.3 dB SI-SNRi on the test set of WHAM! dataset.
 
 
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  | Release | Test-Set SI-SNRi | Test-Set SDRi |
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  |:-------------:|:--------------:|:--------------:|
 
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  pip install \\we hide ! SpeechBrain is still private :p
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  ```
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+ Please notice that we encourage you to read our tutorials and learn more about [SpeechBrain](https://speechbrain.github.io).
 
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  ### Perform source separation on your own audio file
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