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[**pyannote.audio**](https://github.com/pyannote/pyannote-audio) is an open-source toolkit for speaker diarization.
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I propose (paid) scientific [consulting services](https://herve.niderb.fr/consulting.html) to companies willing to make the most of their data and open-source speech processing toolkits (and `pyannote` in particular).
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[**pyannote.audio**](https://github.com/pyannote/pyannote-audio) is an open-source toolkit for speaker diarization.
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Pretrained pipelines reach state-of-the-art performance on most academic benchmarks and are used [in production by dozens of companies](https://herve.niderb.fr/consulting.html).
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| Benchmark | v1.1 | v2.0 | [v2.1](https://hf.co/pyannote/speaker-diarization-2.1) | [v3.0](https://hf.co/pyannote/speaker-diarization-3.0) | <a href="mailto:herve-at-niderb-dot-fr?subject=Premium pyannote.audio pipeline&body=Looks like I got your attention! Drop me an email for more details. Hervé.">Premium</a> |
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| ---------------------- | ---- | ---- | ------ | ------ | --------- |
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| AISHELL-4 | - | 14.6 | 14.1 | 12.3 | 12.3 |
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| AliMeeting (channel 1) | - | - | 27.4 | 24.3 | 19.4 |
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| AMI (IHM) | 29.7 | 18.2 | 18.9 | 19.0 | 16.7 |
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| AMI (SDM) | - | 29.0 | 27.1 | 22.2 | 20.1 |
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| AVA-AVD | - | - | - | 49.1 | 42.7 |
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| DIHARD 3 (full) | 29.2 | 21.0 | 26.9 | 21.7 | 17.0 |
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| MSDWild | - | - | - | 24.6 | 20.4 |
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| REPERE (phase2) | - | 12.6 | 8.2 | 7.8 | 7.8 |
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| VoxConverse (v0.3) | 21.5 | 12.6 | 11.2 | 11.3 | 9.5 |
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[Diarization error rate](http://pyannote.github.io/pyannote-metrics/reference.html#diarization) (in %)
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