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README.md
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## Benchmark
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Out of the box, {width=20} `pyannote.audio` speaker diarization pipeline v4.0 is expected to be much better than v3.1.
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We report [diarization error rates](http://pyannote.github.io/pyannote-metrics/reference.html#diarization) (in %) on large collection of academic benchmarks (fully automatic processing, no forgiveness collar, nor skipping overlapping speech).
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| [AMI](https://groups.inf.ed.ac.uk/ami/corpus/) (IHM), ~1h files | 31s per hour of audio | 14s per hour of audio | 2.2x faster
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| [DIHARD 3](https://catalog.ldc.upenn.edu/LDC2022S14) ([full](https://arxiv.org/abs/2012.01477)), ~5min files | 37s per hour of audio | 14s per hour of audio | 2.6x faster
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1. Create pyannoteAI API key at [`dashboard.pyannote.ai`](https://dashboard.pyannote.ai)
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2. Enjoy 150 hours of free credits by changing one single line of code!
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## Benchmark
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Out of the box, `pyannote.audio` speaker diarization pipeline v4.0 is expected to be much better than v3.1.
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We report [diarization error rates](http://pyannote.github.io/pyannote-metrics/reference.html#diarization) (in %) on large collection of academic benchmarks (fully automatic processing, no forgiveness collar, nor skipping overlapping speech).
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| [AMI](https://groups.inf.ed.ac.uk/ami/corpus/) (IHM), ~1h files | 31s per hour of audio | 14s per hour of audio | 2.2x faster
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| [DIHARD 3](https://catalog.ldc.upenn.edu/LDC2022S14) ([full](https://arxiv.org/abs/2012.01477)), ~5min files | 37s per hour of audio | 14s per hour of audio | 2.6x faster
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`pyannoteAI` premium models are even better (and also 2x faster). `labs` model is currently in private beta.
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1. Create pyannoteAI API key at [`dashboard.pyannote.ai`](https://dashboard.pyannote.ai)
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2. Enjoy 150 hours of free credits by changing one single line of code!
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