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zenodo32/100

Integration of speech separation, diarization, and recognition for multi-speaker meetings: Separated LibriCSS dataset

<p><strong>Dataset</strong></p> <p>This data repository contains separated audio streams for the LibriCSS dataset using the following window-based separation methods:</p> <p>1. <em>Mask-based MVDR</em>: Takuya Yoshioka, Hakan Erdogan, Zhuo Chen, and Fil Alleva, &ldquo;Multi-microphone neural speech separation for farfield multi-talker speech recognition,&rdquo; ICASSP 2018.</p> <p>2. <em>Sequential neural beamforming</em>: &nbsp;Zhong-Qiu Wang, Hakan Erdogan, Scott Wisdom, Kevin Wilson, Desh Raj, Shinji Watanabe, Zhuo Chen, and John R. Hershey, &ldquo;Sequential multi-frame neural beamforming for speech separation and enhancement,&rdquo; IEEE SLT 2021.</p> <p>These audio streams were used for evaluating the diarization and ASR models in our <a href="https://arxiv.org/pdf/2011.02014.pdf">JSALT 2020 paper</a>.</p> <p>The repository contains the following archive files:</p> <ul> <li>libricss_mvdr_2stream.tar.gz</li> <li>libricss_sequential_3stream.tar.gz</li> </ul> <p><strong>Citation</strong></p> <p>If you use these separated audio streams in your research, consider citing:</p> <pre><code>@article{Raj2020IntegrationOS,   title={Integration of speech separation, diarization, and recognition for multi-speaker meetings: System description, comparison, and analysis},   author={Desh Raj and Pavel Denisov and Z. Chen and H. Erdogan and Zili Huang and Mao-Kui He and Shinji Watanabe and Jun Du and T. Yoshioka and Yi Luo and N. Kanda and Jinyu Li and S. Wisdom and J. Hershey},   journal={2021 IEEE Spoken Language Technology (SLT) Workshop},   year={2021} }</code></pre> <p><br> &nbsp;</p>

opencc-by-4.0Jan 2021View details →

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