General Speech Restoration on DNS-Real Out-Domain (test)
3.59SIGMetis
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Metispre-training data=300 K hours, output sampling rate=24kHz2025.09 | 3.59 | — | 4.01 | 3.27 | — | — | 3.95 | — | |
| AnyEnhanceData Domain=Out-Domain Data (Real Data), Source=Results taken from original paper2025.09 | 3.488 | — | 3.977 | 3.161 | — | — | — | — | |
| ANYENHANCEMethods=MGM, Params (M)=363.6, Training data (hours)=3.7k2026.03 | 3.488 | — | 3.977 | 3.161 | — | — | — | — | |
| SEMamba++Methods=GAN, Params (M)=2.7, Training data (hours)=442026.03 | 3.487 | — | 4.02 | 3.206 | — | — | — | — | |
| VoiceBridgeData Domain=Out-Domain Data (Real Data)2025.09 | 3.473 | — | 4.025 | 3.185 | 4.223 | 4.045 | 4.501 | — | |
| LLaSE-G1Methods=LM, Params (M)=1072, Training data (hours)=5002026.03 | 3.472 | — | 3.996 | 3.177 | — | — | — | — | |
| VoiceBridgepre-training data=public datasets2025.09 | 3.47 | — | 4.03 | 3.19 | — | — | 4.5 | — | |
| MaskSR-MMethods=MLM, Params (M)=145, Training data (hours)=8002026.03 | 3.43 | — | 4.025 | 3.136 | — | — | — | — | |
| Resemble-EnhanceData Domain=Out-Domain Data (Real Data)2025.09 | 3.395 | — | 3.993 | 3.1 | 2.767 | 3.298 | 4.329 | — | |
| MiipherData Domain=Out-Domain Data (Real Data)2025.09 | 3.325 | — | 3.976 | 3.171 | 3.911 | 3.171 | 4.124 | — | |
| VoicefixerMethods=Reg., Params (M)=111.7, Training data (hours)=442026.03 | 3.291 | — | 3.96 | 2.992 | — | — | — | — | |
| USEMambaMethods=Reg., Params (M)=3.9, Training data (hours)=442026.03 | 3.239 | — | 3.937 | 2.923 | — | — | — | — | |
| VoiceFixerData Domain=Out-Domain Data (Real Data)2025.09 | 3.174 | — | 3.919 | 2.875 | 2.351 | 2.938 | 3.529 | — | |
| Universe++Methods=Score, Steps=50, Params (M)=42.8, Training data (hours)=442026.03 | 3.037 | — | 3.841 | 2.731 | — | — | — | — | |
| UniverSE++Data Domain=Out-Domain Data (Real Data)2025.09 | 2.999 | — | 3.66 | 2.641 | 2.306 | 2.603 | 3.317 | — | |
| InputData Domain=Out-Domain Data (Real Data)2025.09 | 2.985 | — | 2.51 | 2.212 | 1.94 | 1.483 | 2.16 | — | |
| Universe++Methods=Score, Steps=8, Params (M)=42.8, Training data (hours)=442026.03 | 2.646 | — | 3.756 | 2.374 | — | — | — | — | |
| Resemble-Enhance2025.09 | — | — | — | — | — | — | — | 3.02 | |
| UniverSE++2025.09 | — | — | — | — | — | — | — | 2.04 | |
| VoiceBridgezero-shot=true2025.09 | — | — | — | — | — | — | — | 4.28 | |
| VoiceFixer2025.09 | — | — | — | — | — | — | — | 2.9 |