Target Speaker Extraction on Libri2Mix clean (test)
3.7DNSMOS SIGUniSE + PRL
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniSE + PRLType=G, fine-tuning_strategy=PRL2025.10 | 3.7 | 4.14 | 3.45 | — | 4.1 | — | — | — | 0.95 | — | — | — | — | — | |
| GenTSECategory=Generative2025.12 | 3.656 | 4.135 | 3.399 | 4.296 | 3.976 | 0.928 | 0.177 | 0.92 | — | — | — | — | — | — | |
| AnyEnhanceType=G2025.10 | 3.64 | 4.07 | 3.35 | — | 4.28 | — | — | — | 0.91 | — | — | — | — | — | |
| QuarkAudio2025.12 | 3.62 | 4.05 | 3.32 | — | 4 | — | — | — | 0.95 | — | — | — | — | — | |
| UniSEType=G2025.10 | 3.62 | 4.06 | 3.33 | — | 4.01 | — | — | — | 0.95 | — | — | — | — | — | |
| UniSE-TSEType=G, training_mode=exclusive TSE mode2025.10 | 3.62 | 4.07 | 3.33 | — | 4 | — | — | — | 0.95 | — | — | — | — | — | |
| LauraTSE2025.12 | 3.61 | 4.08 | 3.34 | — | 4.33 | — | — | — | 0.97 | — | — | — | — | — | |
| LauraTSEType=G2025.10 | 3.61 | 4.08 | 3.34 | — | 4.33 | — | — | — | 0.97 | — | — | — | — | — | |
| BiCodec2025.10 | 3.59 | 4.05 | 3.3 | — | 4.02 | — | — | — | 0.97 | — | — | — | — | — | |
| MetisCategory=Generative2025.12 | 3.588 | 3.98 | 3.265 | 3.882 | 3.869 | 0.879 | 0.18 | 0.89 | — | — | — | — | — | — | |
| WeSepType=D2025.10 | 3.56 | 3.93 | 3.23 | — | 4.04 | — | — | — | 0.99 | — | — | — | — | — | |
| TSELM-LType=G2025.10 | 3.55 | 4.08 | 3.23 | — | 4.03 | — | — | — | 0.91 | — | — | — | — | — | |
| LLaSE-G1Category=Generative2025.12 | 3.531 | 4.015 | 3.226 | 3.228 | 3.638 | 0.839 | 0.476 | 0.825 | — | — | — | — | — | — | |
| LLaSE-G1Type=G2025.10 | 3.53 | 4.01 | 3.22 | — | 3.89 | — | — | — | 0.92 | — | — | — | — | — | |
| TSELM-LCategory=Generative, reproduced_with_our_training_data=true2025.12 | 3.478 | 4.035 | 3.198 | 3.556 | 3.509 | 0.651 | 0.263 | 0.832 | — | — | — | — | — | — | |
| MixtureCategory=None2025.12 | 3.383 | 3.098 | 2.653 | 1.519 | 2.251 | 0.754 | 0.821 | 0.655 | — | — | — | — | — | — | |
| Mixture2025.10 | 3.38 | 3.1 | 2.65 | — | 2.45 | — | — | — | 0.85 | — | — | — | — | — | |
| Spex+Type=D2025.10 | 3.38 | 3.77 | 3 | — | 3.03 | — | — | — | 0.96 | — | — | — | — | — | |
| X-TF-GridNetCategory=Discriminative2025.12 | 3.328 | 3.607 | 2.895 | 2.852 | 3.216 | 0.758 | 0.389 | 0.784 | — | — | — | — | — | — | |
| USEF-SepFormerCategory=Discriminative, reproduced_with_our_training_data=true2025.12 | 3.324 | 3.698 | 2.927 | 3.492 | 2.88 | 0.806 | 0.156 | 0.83 | — | — | — | — | — | — | |
| ConVoiFilterconfiguration=max configuration, GPU=single V100 16GB GPU2026.03 | — | — | — | — | — | — | — | — | 0.78 | 18 | 0.004 | — | — | — | |
| Mask2Flow-TSEconfiguration=max configuration, GPU=single V100 16GB GPU2026.03 | — | — | — | — | — | — | — | — | 0.8 | 13.2 | 0.007 | — | — | — | |
| MeanFlow-TSEProcessing Mode=full2026.07 | — | — | — | — | — | — | — | — | — | — | — | 17.56 | 3.27 | 0.91 | |
| Metis-TSEconfiguration=max configuration, GPU=single V100 16GB GPU2026.03 | — | — | — | — | — | — | — | — | 0.61 | 16.4 | 1.427 | — | — | — | |
| No processingconfiguration=max configuration, GPU=single V100 16GB GPU2026.03 | — | — | — | — | — | — | — | — | 0.54 | 63.2 | — | — | — | — | |
| TSELMconfiguration=max configuration, GPU=single V100 16GB GPU2026.03 | — | — | — | — | — | — | — | — | 0.25 | 24.3 | 0.172 | — | — | — |