LibriMix
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-talker Automatic Speech Recognition | Libri3Mix Clean (Eval) | WER8.7 | 20 | |
| Multi-talker Automatic Speech Recognition | Libri3Mix Noisy (eval) | WER17.1 | 19 | |
| Speech Enhancement | Libri1Mix | OVRL3.32 | 15 | |
| Target Speaker Extraction | Libri2Mix (Clean) | DNSMOS OVL3.14 | 14 | |
| Multi-talker Automatic Speech Recognition | LibriMix 2 Clean (test) | tcpWER3.4 | 9 | |
| Speech Separation | Libri-10Mix | SI-SDRi (dB)15 | 9 | |
| Speech Separation | Libri-5Mix | SI-SDRi (dB)17.5 | 9 | |
| Multi-talker Automatic Speech Recognition | LibriMix 2 Both (test) | tcpWER8.7 | 8 | |
| Multi-talker Automatic Speech Recognition | LibriMix 3 Clean (test) | tcpWER13.1 | 8 | |
| Target Speech Extraction | Libri2Mix mix_both 2-speaker+noise (test) | SI-SDR11.7 | 8 | |
| Target Speech Extraction | Libri2Mix 100 16kHz (test) | SI-SDR15.23 | 8 | |
| Speech Separation | LibriMix (test) | UTMOS3.54 | 8 | |
| Source Separation | Libri3Mix Clean (test) | SI-SNRi19 | 7 | |
| Speech Separation | Libri2Mix | SI-SDRi20.4 | 6 | |
| Audio separation | Libri5Mix (test) | SI-SDRi (dB)13.9 | 6 | |
| Speech Denoising | LibriMix (test) | N-MOS4.25 | 5 | |
| Speech Separation | Libri3mix clean 8 kHz (test) | Delta SI-SDR17.5 | 5 | |
| Speaker Similarity ABX Test (SABX) | LibriMix (test) | CodeSep54.29 | 3 | |
| Speech Naturalness ABX Test (NABX) | LibriMix (test) | CodeSep55.83 | 3 | |
| Target Speaker Extraction | LibriMix (test) | PESQ2.89 | 3 | |
| Speech Separation | Libri3Mix simulated (test) | SI-SNRi15 | 2 | |
| Target Speech Extraction | Libri2Mix noisy | SI-SDR13.3 | 2 | |
| Target Speech Extraction | Libri2Mix-360 2-speaker 16kHz (test) | SI-SDR13.8 | 1 | |
| Speech Separation | LibriMix 20Mix | SI-SDRi (dB)4.26 | 1 | |
| Speech Separation | Libri-15Mix | SI-SDRi (dB)5.66 | 1 |
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