Speaker Verification on VoxCeleb1 Cleaned (Extended)
0.48EER (%)ECAPA-TDNN (C=512)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ECAPA-TDNN (C=512)Frontend=LARGE, Param (M)=+ 8.6*2025.12 | 0.48 | — | — | — | |
| LAP (h=16) + ASTPFrontend=LARGE, Param (M)=+ 2.32025.12 | 0.5 | — | 0.055 | 0.032 | |
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=true2024.07 | 0.53 | 0.051 | — | — | |
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=false2024.07 | 0.55 | 0.052 | — | — | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=true2024.07 | 0.59 | 0.057 | — | — | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=false2024.07 | 0.61 | 0.062 | — | — | |
| ECAPA2Params=27.1M, GMACs=187.00*, LM=true, AS-Norm=false2024.07 | 0.62 | 0.066 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=true2024.07 | 0.64 | 0.067 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=false2024.07 | 0.68 | 0.073 | — | — | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=true2024.07 | 0.69 | 0.072 | — | — | |
| ResNet293Params=23.8M, GMACs=28.10, LM=false, AS-Norm=true2024.07 | 0.71 | 0.072 | — | — | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=false2024.07 | 0.73 | 0.079 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=true2024.07 | 0.74 | 0.078 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=false2024.07 | 0.76 | 0.082 | — | — | |
| DF-ResNet233Params=12.3M, GMACs=11.17, LM=false, AS-Norm=true2024.07 | 0.76 | 0.083 | — | — | |
| LAP (h=12) + ASTPFrontend=BASE+, Param (M)=+ 1.72025.12 | 0.77 | — | 0.087 | 0.046 | |
| MHFA (64 heads)Frontend=BASE+, Param (M)=+ 2.22025.12 | 0.79 | — | 0.089 | 0.05 | |
| MHFA (64 heads)Frontend=LARGE, Param (M)=+ 2.222025.12 | 0.8 | — | 0.084 | 0.049 | |
| Gemini DF-ResNet183Params=9.2M, GMACs=8.25, LM=false, AS-Norm=true2024.07 | 0.81 | 0.09 | — | — | |
| DBE (C=512)Frontend=BASE+, Param (M)=+ 14.3*2025.12 | 0.81 | — | 0.091 | — | |
| CAM++Params=7.2M, GMACs=1.15, LM=true, AS-Norm=false2024.07 | 0.85 | 0.095 | — | — | |
| Gemini DF-ResNet114Params=6.5M, GMACs=5.00, LM=false, AS-Norm=true2024.07 | 0.86 | 0.097 | — | — | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=true2024.07 | 0.89 | 0.096 | — | — | |
| LAP (h=12) + ASTPFrontend=WavLM BASE, Param (M)=+ 1.72025.12 | 0.89 | — | 0.095 | 0.056 | |
| ResNet34Params=6.6M, GMACs=4.55, LM=true, AS-Norm=false2024.07 | 0.93 | 0.104 | — | — | |
| ECAPA-TDNN (C=512)Frontend=BASE+, Param (M)=+ 8.0*2025.12 | 0.93 | — | — | — | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=false2024.07 | 0.97 | 0.104 | — | — | |
| ECAPA-TDNN (C=512)†Frontend=WavLM BASE, Param (M)=+ 8.02025.12 | 1.01 | — | 0.107 | 0.062 | |
| NeXt-TDNN-1 (C=256, B=3)Params=6.0M, GMACs=1.13*, LM=false, AS-Norm=true2024.07 | 1.04 | 0.116 | — | — | |
| NeXt-TDNN (C=256, B=3)Params=7.1M, GMACs=1.35*, LM=false, AS-Norm=true2024.07 | 1.04 | 0.115 | — | — | |
| NeXt-TDNN (C=256, B=3)Frontend=Fbank-80, Param (M)=7.12025.12 | 1.04 | — | 0.115 | — | |
| Gemini DF-ResNet60Params=4.1M, GMACs=2.50*, LM=false, AS-Norm=true2024.07 | 1.05 | 0.116 | — | — | |
| DF-ResNet56Params=4.5M, GMACs=2.66, LM=false, AS-Norm=true2024.07 | 1.09 | 0.122 | — | — | |
| MHFAFrontend=WavLM BASE, Param (M)=+ 0.42025.12 | 1.09 | — | 0.117 | 0.068 | |
| ECAPA-TDNN (C=1024)Frontend=Fbank-80, Param (M)=14.72025.12 | 1.12 | — | 0.132 | — | |
| ECAPA (C=1024)Params=14.9M, GMACs=2.67, LM=true, AS-Norm=false2024.07 | 1.13 | 0.117 | — | — | |
| NeXt-TDNN (C=128, B=3)Params=1.9M, GMACs=0.35*, LM=false, AS-Norm=true2024.07 | 1.17 | 0.126 | — | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=true, AS-Norm=true2024.07 | 1.18 | 0.121 | — | — | |
| ECAPA (C=512)Params=6.4M, GMACs=1.05, LM=false, AS-Norm=true2024.07 | 1.21 | 0.129 | — | — | |
| NeXt-TDNN-1 (C=128, B=3)Params=1.6M, GMACs=0.29*, LM=false, AS-Norm=true2024.07 | 1.24 | 0.133 | — | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=false, AS-Norm=false2024.07 | 1.25 | 0.132 | — | — | |
| x-vector†Frontend=LARGE, Param (M)=315.5 + 7.02025.12 | 1.87 | — | 0.264 | 0.138 | |
| x-vector†Frontend=BASE+, Param (M)=94.4 + 6.42025.12 | 1.99 | — | 0.275 | 0.147 | |
| x-vector†Frontend=WavLM BASE, Param (M)=94.4 + 6.42025.12 | 2.35 | — | 0.293 | 0.159 | |
| x-vector†Frontend=Fbank-80, Param (M)=4.62025.12 | 3.94 | — | 0.399 | 0.255 |