Speech Enhancement on DNS no-reverb 2020 (test)
3.753Signal Score (SIG)FlowSE-GRPO
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FlowSE-GRPOType=FM, RL=GRPO2026.01 | 3.753 | — | — | — | — | 4.248 | 3.549 | — | — | — | — | — | — | — | |
| FlowSE-GRPORL=GRPO2026.01 | 3.753 | — | — | — | — | 4.248 | 3.549 | 90.43 | 86.72 | — | — | — | — | — | |
| GenSE + GSPOPost-training=GSPO2026.06 | 3.75 | — | — | — | — | 4.23 | 3.55 | — | — | — | — | — | — | — | |
| UniSE + GSPOPost-training=GSPO2026.06 | 3.7 | — | — | — | — | 4.19 | 3.48 | — | — | — | — | — | — | — | |
| FlowSEType=FM, RL=None2026.01 | 3.685 | — | — | — | — | 4.201 | 3.445 | — | — | — | — | — | — | — | |
| AnyEnhanceType=MGM, RL=DPO2026.01 | 3.684 | — | — | — | — | 4.203 | 3.476 | — | — | — | — | — | — | — | |
| AR+SoundstormType=AR, RL=DPO2026.01 | 3.673 | — | — | — | — | 4.194 | 3.469 | — | — | — | — | — | — | — | |
| LLaSE-G1Type=AR, RL=None2026.01 | 3.66 | — | — | — | — | 4.17 | 3.42 | — | — | — | — | — | — | — | |
| LLaSE-G12026.06 | 3.66 | — | — | — | — | 4.17 | 3.42 | — | — | — | — | — | — | — | |
| UniSE2026.06 | 3.66 | — | — | — | — | 4.16 | 3.43 | — | — | — | — | — | — | — | |
| GenSEType=AR, RL=None2026.01 | 3.65 | — | — | — | — | 4.18 | 3.43 | — | — | — | — | — | — | — | |
| AR+SoundstormType=AR, RL=None2026.01 | 3.648 | — | — | — | — | 4.155 | 3.422 | — | — | — | — | — | — | — | |
| AnyEnhanceType=MGM, RL=None2026.01 | 3.64 | — | — | — | — | 4.179 | 3.418 | — | — | — | — | — | — | — | |
| AnyEnhance2026.06 | 3.64 | — | — | — | — | 4.18 | 3.42 | — | — | — | — | — | — | — | |
| GenSE2026.06 | 3.64 | — | — | — | — | 4.17 | 3.41 | — | — | — | — | — | — | — | |
| Flow-SRType=FM, RL=DPO2026.01 | 3.632 | — | — | — | — | 4.173 | 3.42 | — | — | — | — | — | — | — | |
| FlowSE-GRPOType=FM, RL=None2026.01 | 3.598 | — | — | — | — | 4.172 | 3.373 | — | — | — | — | — | — | — | |
| FlowSE-GRPORL=None2026.01 | 3.598 | — | — | — | — | 4.172 | 3.373 | 88.88 | 86.35 | — | — | — | — | — | |
| MaskSR2026.06 | 3.59 | — | — | — | — | 4.12 | 3.34 | — | — | — | — | — | — | — | |
| MaskSRType=MGM, RL=None2026.01 | 3.586 | — | — | — | — | 4.116 | 3.339 | — | — | — | — | — | — | — | |
| Flow-SRType=FM, RL=None2026.01 | 3.581 | — | — | — | — | 4.133 | 3.355 | — | — | — | — | — | — | — | |
| StoRM2026.06 | 3.51 | — | — | — | — | 3.94 | 3.21 | — | — | — | — | — | — | — | |
| SELM2026.06 | 3.51 | — | — | — | — | 4.1 | 3.26 | — | — | — | — | — | — | — | |
| Noisy2026.06 | 3.5 | — | — | — | — | 2.81 | 2.62 | — | — | — | — | — | — | — | |
| SGMSE2026.06 | 3.5 | — | — | — | — | 3.71 | 3.14 | — | — | — | — | — | — | — | |
| Voicefixer2026.06 | 3.5 | — | — | — | — | 4.11 | 3.25 | — | — | — | — | — | — | — | |
| Inter-SubNet2026.06 | 3.46 | — | — | — | — | 3.82 | 3.1 | — | — | — | — | — | — | — | |
| CDiffuSE2026.06 | 3.29 | — | — | — | — | 3.64 | 3.05 | — | — | — | — | — | — | — | |
| Demucs2026.06 | 3.12 | — | — | — | — | 3.26 | 3.01 | — | — | — | — | — | — | — | |
| Conv-TasNet2026.06 | 3.09 | — | — | — | — | 3.34 | 3 | — | — | — | — | — | — | — | |
| AnyEnhance2026.06 | — | — | — | — | — | — | — | — | 91 | 3.42 | 3.96 | 96 | 91 | 4.58 | |
| BSRNNCausal=false2022.12 | — | 3.32 | 3.79 | 21.1 | 98 | — | — | — | — | — | — | — | — | — | |
| BSRNNCausal=true2022.12 | — | 3.14 | 3.63 | 19.3 | 97.4 | — | — | — | — | — | — | — | — | — | |
| BSRNN-16kCausal=false, Sampling Rate=16 kHz2022.12 | — | 3.45 | 3.87 | 21.1 | 98.3 | — | — | — | — | — | — | — | — | — | |
| BSRNN-16kCausal=true, Sampling Rate=16 kHz2022.12 | — | 3.23 | 3.73 | 19.9 | 97.7 | — | — | — | — | — | — | — | — | — | |
| BSRNN-SCausal=false2022.12 | — | 3.42 | 3.85 | 21.3 | 98.3 | — | — | — | — | — | — | — | — | — | |
| BSRNN-SCausal=true2022.12 | — | 3.26 | 3.73 | 20 | 97.6 | — | — | — | — | — | — | — | — | — | |
| BSRNN-S + MGDCausal=false, Training Objective=MGD2022.12 | — | 3.5 | 3.85 | 21.4 | 98.4 | — | — | — | — | — | — | — | — | — | |
| BSRNN-S + MGDCausal=true, Training Objective=MGD2022.12 | — | 3.27 | 3.73 | 20.1 | 97.7 | — | — | — | — | — | — | — | — | — | |
| BSRNN-S + MRSDCausal=false, Training Objective=MRSD2022.12 | — | 3.53 | 3.89 | 21.4 | 98.4 | — | — | — | — | — | — | — | — | — | |
| BSRNN-S + MRSDCausal=true, Training Objective=MRSD2022.12 | — | 3.32 | 3.77 | 20.5 | 97.8 | — | — | — | — | — | — | — | — | — | |
| Clean2026.06 | — | — | — | — | — | — | — | — | 100 | 3.28 | 4.14 | 100 | 100 | 0 | |
| CTS-NetCausal=true2022.12 | — | 2.94 | 3.42 | 18 | 96.7 | — | — | — | — | — | — | — | — | — | |
| CTSNet2025.09 | — | 2.94 | — | 16.7 | 96.2 | — | — | — | — | — | — | — | — | — | |
| DPT-FSNETCausal=false2022.12 | — | 3.26 | — | 20.4 | 97.7 | — | — | — | — | — | — | — | — | — | |
| FlowSE2026.06 | — | — | — | — | — | — | — | — | 90 | 3.38 | 3.76 | 94 | 89 | 4.65 | |
| FRCRNCausal=true2022.12 | — | 3.23 | 3.6 | 19.8 | 97.7 | — | — | — | — | — | — | — | — | — | |
| FRCRN2025.09 | — | 3.23 | — | 19.8 | 97.7 | — | — | — | — | — | — | — | — | — | |
| FullSubNet2025.09 | — | 2.78 | — | 17.3 | 96.1 | — | — | — | — | — | — | — | — | — | |
| GaGNetCausal=true2022.12 | — | 3.17 | 3.56 | 18.9 | 97.1 | — | — | — | — | — | — | — | — | — | |
| LLaSE-G12026.06 | — | — | — | — | — | — | — | — | 84 | 3.42 | 3.84 | 90 | 74 | 12.15 | |
| MDNetCausal=true2022.12 | — | 3.18 | 3.56 | 19.2 | 97.2 | — | — | — | — | — | — | — | — | — | |
| MFNet2025.09 | — | 3.43 | — | 20.3 | 97.9 | — | — | — | — | — | — | — | — | — | |
| MTFAA-NETCausal=false2022.12 | — | 3.52 | 3.76 | — | — | — | — | — | — | — | — | — | — | — | |
| MTFAA-NETCausal=true2022.12 | — | 3.32 | 3.63 | — | — | — | — | — | — | — | — | — | — | — | |
| Noisy2022.12 | — | 1.58 | 2.45 | 9.1 | 91.5 | — | — | — | — | — | — | — | — | — | |
| Noisy2026.06 | — | — | — | — | — | — | — | — | 80 | 2.48 | 2.36 | 90 | 96 | 3.51 | |
| Noisy2025.09 | — | 1.58 | — | 9.1 | 91.5 | — | — | — | — | — | — | — | — | — | |
| PhASE-FlowODE Solver=4-step2026.06 | — | — | — | — | — | — | — | — | 93 | 3.4 | 4.11 | 97 | 94 | 2.79 | |
| SN-NETCausal=false2022.12 | — | 3.39 | — | 19.5 | — | — | — | — | — | — | — | — | — | — | |
| StoRM2026.06 | — | — | — | — | — | — | — | — | 89 | 3.31 | 3.73 | 95 | 95 | 4.41 | |
| TaylorSENet2025.09 | — | 3.22 | — | 19.2 | 97.4 | — | — | — | — | — | — | — | — | — | |
| TF-GridNet2026.06 | — | — | — | — | — | — | — | — | 91 | 3.34 | 3.86 | 97 | 96 | 2.86 | |
| TF-Locoformer2025.09 | — | 3.72 | — | 23.3 | 98.8 | — | — | — | — | — | — | — | — | — | |
| TF-Restormer2025.09 | — | 2.83 | — | 16.1 | 96.4 | — | — | — | — | — | — | — | — | — | |
| TridentSECausal=false2022.12 | — | 3.44 | — | — | 97.9 | — | — | — | — | — | — | — | — | — | |
| USES2025.09 | — | 3.46 | — | 21.2 | 98.1 | — | — | — | — | — | — | — | — | — |