Speaker Verification on VoxCeleb1 Hard Cleaned
0.0099EERECAPA-TDNN (C=512)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECAPA-TDNN (C=512)Frontend=LARGE, Param (M)=+ 8.6*2025.12 | 0.0099 | — | — | — | |
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=true2024.07 | 0.01 | 0.097 | — | — | |
| LAP (h=16) + ASTPFrontend=LARGE, Param (M)=+ 2.32025.12 | 0.0101 | — | 0.099 | 0.061 | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=true2024.07 | 0.0105 | 0.095 | — | — | |
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=false2024.07 | 0.0105 | 0.104 | — | — | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=false2024.07 | 0.0108 | 0.102 | — | — | |
| ECAPA2Params=27.1M, GMACs=187.00*, LM=true, AS-Norm=false2024.07 | 0.0115 | 0.114 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=true2024.07 | 0.0117 | 0.111 | — | — | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=true2024.07 | 0.0123 | 0.121 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=false2024.07 | 0.0126 | 0.123 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=true2024.07 | 0.0127 | 0.128 | — | — | |
| ResNet293Params=23.8M, GMACs=28.10, LM=false, AS-Norm=true2024.07 | 0.013 | 0.127 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=false2024.07 | 0.0132 | 0.133 | — | — | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=false2024.07 | 0.0133 | 0.135 | — | — | |
| Gemini DF-ResNet183Params=9.2M, GMACs=8.25, LM=false, AS-Norm=true2024.07 | 0.0144 | 0.137 | — | — | |
| DF-ResNet233Params=12.3M, GMACs=11.17, LM=false, AS-Norm=true2024.07 | 0.0144 | 0.146 | — | — | |
| Gemini DF-ResNet114Params=6.5M, GMACs=5.00, LM=false, AS-Norm=true2024.07 | 0.0149 | 0.144 | — | — | |
| LAP (h=12) + ASTPFrontend=BASE+, Param (M)=+ 1.72025.12 | 0.0149 | — | 0.146 | 0.086 | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=true2024.07 | 0.0157 | 0.154 | — | — | |
| DBE (C=512)Frontend=BASE+, Param (M)=+ 14.3*2025.12 | 0.0164 | — | 0.166 | — | |
| CAM++Params=7.2M, GMACs=1.15, LM=true, AS-Norm=false2024.07 | 0.0166 | 0.165 | — | — | |
| ResNet34Params=6.6M, GMACs=4.55, LM=true, AS-Norm=false2024.07 | 0.0168 | 0.161 | — | — | |
| MHFA (64 heads)Frontend=LARGE, Param (M)=+ 2.222025.12 | 0.017 | — | 0.163 | 0.101 | |
| LAP (h=12) + ASTPFrontend=WavLM BASE, Param (M)=+ 1.72025.12 | 0.0172 | — | 0.162 | 0.101 | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=false2024.07 | 0.0173 | 0.166 | — | — | |
| MHFA (64 heads)Frontend=BASE+, Param (M)=+ 2.22025.12 | 0.0173 | — | 0.177 | 0.107 | |
| ECAPA-TDNN (C=512)Frontend=BASE+, Param (M)=+ 8.0*2025.12 | 0.0176 | — | — | — | |
| Gemini DF-ResNet60Params=4.1M, GMACs=2.50*, LM=false, AS-Norm=true2024.07 | 0.018 | 0.166 | — | — | |
| NeXt-TDNN (C=256, B=3)Params=7.1M, GMACs=1.35*, LM=false, AS-Norm=true2024.07 | 0.0182 | 0.182 | — | — | |
| NeXt-TDNN (C=256, B=3)Frontend=Fbank-80, Param (M)=7.12025.12 | 0.0182 | — | 0.182 | — | |
| NeXt-TDNN-1 (C=256, B=3)Params=6.0M, GMACs=1.13*, LM=false, AS-Norm=true2024.07 | 0.0186 | 0.184 | — | — | |
| ECAPA-TDNN (C=512)†Frontend=WavLM BASE, Param (M)=+ 8.02025.12 | 0.0193 | — | 0.195 | 0.12 | |
| NeXt-TDNN (C=128, B=3)Params=1.9M, GMACs=0.35*, LM=false, AS-Norm=true2024.07 | 0.0198 | 0.19 | — | — | |
| DF-ResNet56Params=4.5M, GMACs=2.66, LM=false, AS-Norm=true2024.07 | 0.0199 | 0.184 | — | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=true, AS-Norm=true2024.07 | 0.0201 | 0.184 | — | — | |
| ECAPA (C=1024)Params=14.9M, GMACs=2.67, LM=true, AS-Norm=false2024.07 | 0.0209 | 0.204 | — | — | |
| NeXt-TDNN-1 (C=128, B=3)Params=1.6M, GMACs=0.29*, LM=false, AS-Norm=true2024.07 | 0.0212 | 0.201 | — | — | |
| ECAPA-TDNN (C=1024)Frontend=Fbank-80, Param (M)=14.72025.12 | 0.0212 | — | 0.21 | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=false, AS-Norm=false2024.07 | 0.022 | 0.207 | — | — | |
| ECAPA (C=512)Params=6.4M, GMACs=1.05, LM=false, AS-Norm=true2024.07 | 0.022 | 0.205 | — | — | |
| MHFAFrontend=WavLM BASE, Param (M)=+ 0.42025.12 | 0.0227 | — | 0.231 | 0.142 | |
| x-vector†Frontend=LARGE, Param (M)=315.5 + 7.02025.12 | 0.0408 | — | 0.514 | 0.304 | |
| x-vector†Frontend=BASE+, Param (M)=94.4 + 6.42025.12 | 0.0422 | — | 0.544 | 0.315 | |
| x-vector†Frontend=WavLM BASE, Param (M)=94.4 + 6.42025.12 | 0.047 | — | 0.51 | 0.317 | |
| x-vector†Frontend=Fbank-80, Param (M)=4.62025.12 | 0.0655 | — | 0.512 | 0.36 |