Speech Enhancement on DNS Challenge Without Reverb (test)
3.76SIG ScoreUniSE + PRL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UniSE + PRLPara. (M)=263.9, MACs (G/s)=42.22025.10 | 3.76 | — | — | — | — | 4.23 | 3.57 | |
| UniSE + S2Para. (M)=263.9, MACs (G/s)=42.22025.10 | 3.74 | — | — | — | — | 4.2 | 3.53 | |
| UniSE + S1Para. (M)=263.9, MACs (G/s)=42.22025.10 | 3.73 | — | — | — | — | 4.19 | 3.51 | |
| UniSEPara. (M)=263.9, MACs (G/s)=42.22025.10 | 3.67 | — | — | — | — | 4.13 | 3.42 | |
| LLaSE-G1Para. (M)=1895.6, MACs (G/s)=63.92025.10 | 3.66 | — | — | — | — | 4.17 | 3.42 | |
| UniSE-SRPara. (M)=263.9, MACs (G/s)=42.22025.10 | 3.66 | — | — | — | — | 4.14 | 3.42 | |
| TokenSESystem Architecture/Backbone=Mamba (Bi)2026.04 | 3.65 | — | — | — | — | 4.187 | 3.431 | |
| GenSEPara. (M)=667.6, MACs (G/s)=99.02025.10 | 3.65 | — | — | — | — | 4.18 | 3.43 | |
| AnyEnhancePara. (M)=363.52025.10 | 3.64 | — | — | — | — | 4.18 | 3.42 | |
| TokenSESystem Architecture/Backbone=MHSA + Mamba (Bi)2026.04 | 3.629 | — | — | — | — | 4.18 | 3.407 | |
| TokenSESystem Architecture/Backbone=Transformer2026.04 | 3.601 | — | — | — | — | 4.15 | 3.363 | |
| MaskSR2025.10 | 3.59 | — | — | — | — | 4.12 | 3.34 | |
| MaskSR-MSystem Architecture/Backbone=MaskSR-M [57]2026.04 | 3.586 | — | — | — | — | 4.116 | 3.339 | |
| FRCRNPara. (M)=10.3, MACs (G/s)=12.32025.10 | 3.58 | — | — | — | — | 4.13 | 3.34 | |
| TF-GridNetPara. (M)=2.8, MACs (G/s)=49.62025.10 | 3.58 | — | — | — | — | 4.17 | 3.35 | |
| MaskSR-SSystem Architecture/Backbone=MaskSR-S [57]2026.04 | 3.575 | — | — | — | — | 4.082 | 3.307 | |
| FRCRNSystem Architecture/Backbone=FRCRN [56]2026.04 | 3.574 | — | — | — | — | 4.154 | 3.331 | |
| TokenSESystem Architecture/Backbone=Mamba (Uni)2026.04 | 3.56 | — | — | — | — | 4.138 | 3.319 | |
| TokenSESystem Architecture/Backbone=Transformer (causal)2026.04 | 3.554 | — | — | — | — | 4.07 | 3.281 | |
| DEMUCSSystem Architecture/Backbone=DEMUCS [15]2026.04 | 3.534 | — | — | — | — | 4.146 | 3.307 | |
| SELM2025.10 | 3.51 | — | — | — | — | 4.1 | 3.26 | |
| SELMSystem Architecture/Backbone=SELM [25]2026.04 | 3.508 | — | — | — | — | 4.096 | 3.258 | |
| UnprocessedSystem Architecture/Backbone=None2026.04 | 3.392 | — | — | — | — | 2.618 | 2.483 | |
| Noisy2025.10 | 3.39 | — | — | — | — | 2.62 | 2.48 | |
| Log-MMSESystem Architecture/Backbone=Statistical baseline2026.04 | 3.261 | — | — | — | — | 3.028 | 2.548 | |
| Conv-TasNetPara. (M)=5.1, MACs (G/s)=5.22025.10 | 3.09 | — | — | — | — | 3.34 | 3 | |
| CTS-NetYear=20212022.03 | — | 2.94 | 3.42 | 96.66 | 17.99 | — | — | |
| CTSNetYear=2021, #Param.=4.35M2023.08 | — | 2.94 | 3.42 | 96.21 | 16.69 | — | — | |
| DCCRN-EYear=2020, Look Ahead (ms)=37.52022.03 | — | — | 3.266 | — | — | — | — | |
| DCCRN+Year=2021, Look Ahead (ms)=102022.03 | — | — | 3.33 | — | — | — | — | |
| FRCRNYear=2022, #Param.=6.90M2023.08 | — | 3.23 | 3.6 | 97.69 | 19.78 | — | — | |
| FullSubNetYear=2021, Look Ahead (ms)=322022.03 | — | 2.813 | 3.403 | 96.17 | 17.44 | — | — | |
| FullSubNetYear=2021, #Param.=5.64M2023.08 | — | 2.78 | 3.31 | 96.11 | 17.29 | — | — | |
| FullSubNet+Year=2021, Look Ahead (ms)=322022.03 | — | 2.982 | 3.504 | 96.69 | 18.34 | — | — | |
| MFNetYear=20232023.08 | — | 3.43 | 3.74 | 97.78 | 20.31 | — | — | |
| MP-SENetYear=2024, #Param.=2.26M2023.08 | — | 3.62 | 3.92 | 98.16 | 21.03 | — | — | |
| Noisy2022.03 | — | 1.582 | 2.454 | 91.52 | 9.07 | — | — | |
| Noisy2023.08 | — | 1.58 | 2.45 | 91.52 | 9.07 | — | — | |
| PoCoNetYear=20202022.03 | — | 2.748 | — | — | — | — | — | |
| TaylorSENetYear=2022, #Param.=5.40M2023.08 | — | 3.22 | 3.59 | 97.36 | 19.15 | — | — | |
| TRU-NetYear=2021, Look Ahead (ms)=02022.03 | — | 2.86 | 3.36 | 96.32 | 17.55 | — | — |