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METRO: Multi-channel ExTension of pRe-trained mOdel implementation based on WeSpeaker

This repository currently provides an implementation of a multi-channel extension of WavLM Base+. Please refer to examples/multisv for an example with the MultiSV dataset.

Installation

  • Clone this repo
git clone https://github.com/BUTSpeechFIT/Wespeaker_MC_SSL.git
  • Create conda env: pytorch version >= 1.10.0 is required
conda create -n wespeaker python=3.9
conda activate wespeaker
conda install pytorch=1.12.1 torchaudio=0.12.1 cudatoolkit=11.3 -c pytorch -c conda-forge
pip install -r requirements.txt

The repository implements the following paper

@inproceedings{metro,
  author={Ladislav Mošner and Romain Serizel and Lukáš Burget and Oldřich Plchot and Emmanuel Vincent and Junyi Peng and Jan Černocký},
  title={{Multi-Channel Extension of Pre-trained Models for Speaker Verification}},
  year=2024,
  booktitle={Proc. Interspeech}
}