Speaker Verification on VoxCeleb1-O Cleaned (Original)
0.37EER (%)ReDimNet-B6_SF2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=true2024.07 | 0.37 | 0.03 | — | — | |
| LAP (h=16) + ASTPFrontend=LARGE, Param (M)=+ 2.32025.12 | 0.37 | — | 0.059 | 0.029 | |
| ECAPA-TDNN (C=512)Frontend=LARGE, Param (M)=+ 8.6*2025.12 | 0.38 | — | — | — | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=true2024.07 | 0.39 | 0.037 | — | — | |
| ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=false2024.07 | 0.4 | 0.033 | — | — | |
| ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=false2024.07 | 0.43 | 0.039 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=true2024.07 | 0.44 | 0.042 | — | — | |
| ECAPA2Params=27.1M, GMACs=187.00*, LM=true, AS-Norm=false2024.07 | 0.44 | 0.041 | — | — | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=true2024.07 | 0.47 | 0.042 | — | — | |
| MHFA (64 heads)Frontend=LARGE, Param (M)=+ 2.222025.12 | 0.49 | — | 0.091 | 0.045 | |
| ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=false2024.07 | 0.5 | 0.063 | — | — | |
| ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=false2024.07 | 0.51 | 0.052 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=true2024.07 | 0.52 | 0.06 | — | — | |
| ResNet293Params=23.8M, GMACs=28.10, LM=false, AS-Norm=true2024.07 | 0.53 | 0.057 | — | — | |
| ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=false2024.07 | 0.57 | 0.054 | — | — | |
| DF-ResNet233Params=12.3M, GMACs=11.17, LM=false, AS-Norm=true2024.07 | 0.58 | 0.044 | — | — | |
| MHFA (64 heads)Frontend=BASE+, Param (M)=+ 2.22025.12 | 0.59 | — | 0.069 | 0.041 | |
| Gemini DF-ResNet183Params=9.2M, GMACs=8.25, LM=false, AS-Norm=true2024.07 | 0.6 | 0.064 | — | — | |
| LAP (h=12) + ASTPFrontend=BASE+, Param (M)=+ 1.72025.12 | 0.61 | — | 0.091 | 0.05 | |
| DBE (C=512)Frontend=BASE+, Param (M)=+ 14.3*2025.12 | 0.63 | — | 0.077 | — | |
| Gemini DF-ResNet114Params=6.5M, GMACs=5.00, LM=false, AS-Norm=true2024.07 | 0.69 | 0.067 | — | — | |
| CAM++Params=7.2M, GMACs=1.15, LM=true, AS-Norm=false2024.07 | 0.71 | 0.109 | — | — | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=true2024.07 | 0.73 | 0.071 | — | — | |
| LAP (h=12) + ASTPFrontend=WavLM BASE, Param (M)=+ 1.72025.12 | 0.78 | — | 0.087 | 0.056 | |
| NeXt-TDNN (C=256, B=3)Params=7.1M, GMACs=1.35*, LM=false, AS-Norm=true2024.07 | 0.79 | 0.087 | — | — | |
| NeXt-TDNN (C=256, B=3)Frontend=Fbank-80, Param (M)=7.12025.12 | 0.79 | — | 0.087 | — | |
| NeXt-TDNN-1 (C=256, B=3)Params=6.0M, GMACs=1.13*, LM=false, AS-Norm=true2024.07 | 0.81 | 0.091 | — | — | |
| ResNet34Params=6.6M, GMACs=4.55, LM=true, AS-Norm=false2024.07 | 0.82 | 0.08 | — | — | |
| ECAPA-TDNN (C=512)Frontend=BASE+, Param (M)=+ 8.0*2025.12 | 0.84 | — | — | — | |
| ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=false2024.07 | 0.85 | 0.076 | — | — | |
| ECAPA-TDNN (C=512)†Frontend=WavLM BASE, Param (M)=+ 8.02025.12 | 0.85 | — | 0.119 | 0.062 | |
| ECAPA-TDNN (C=1024)Frontend=Fbank-80, Param (M)=14.72025.12 | 0.87 | — | 0.107 | — | |
| MHFAFrontend=WavLM BASE, Param (M)=+ 0.42025.12 | 0.89 | — | 0.094 | 0.056 | |
| ECAPA (C=512)Params=6.4M, GMACs=1.05, LM=false, AS-Norm=true2024.07 | 0.94 | 0.092 | — | — | |
| Gemini DF-ResNet60Params=4.1M, GMACs=2.50*, LM=false, AS-Norm=true2024.07 | 0.94 | 0.089 | — | — | |
| DF-ResNet56Params=4.5M, GMACs=2.66, LM=false, AS-Norm=true2024.07 | 0.96 | 0.103 | — | — | |
| ECAPA (C=1024)Params=14.9M, GMACs=2.67, LM=true, AS-Norm=false2024.07 | 0.98 | 0.105 | — | — | |
| NeXt-TDNN (C=128, B=3)Params=1.9M, GMACs=0.35*, LM=false, AS-Norm=true2024.07 | 1.03 | 0.095 | — | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=true, AS-Norm=true2024.07 | 1.07 | 0.098 | — | — | |
| NeXt-TDNN-1 (C=128, B=3)Params=1.6M, GMACs=0.29*, LM=false, AS-Norm=true2024.07 | 1.1 | 0.108 | — | — | |
| ReDimNet-B0Params=1.0M, GMACs=0.43, LM=false, AS-Norm=false2024.07 | 1.16 | 0.101 | — | — | |
| x-vector†Frontend=LARGE, Param (M)=315.5 + 7.02025.12 | 1.52 | — | 0.304 | 0.167 | |
| x-vector†Frontend=BASE+, Param (M)=94.4 + 6.42025.12 | 1.82 | — | 0.411 | 0.193 | |
| AAM-softmax (x-vector)Model=TDNN (x-vector), Loss=AAM-softmax, Training set=VoxCeleb1 + VoxCeleb22019.06 | 2.238 | — | — | — | |
| x-vector†Frontend=WavLM BASE, Param (M)=94.4 + 6.42025.12 | 2.25 | — | 0.373 | 0.225 | |
| Diff-SV2026.04 | 2.35 | — | — | — | |
| UF-EMA2026.04 | 2.55 | — | — | — | |
| VoiceID2026.04 | 2.61 | — | — | — | |
| NDAL2026.04 | 2.63 | — | — | — | |
| AAM-softmax (x-vector)Model=TDNN (x-vector), Loss=AAM-softmax, Training set=VoxCeleb22019.06 | 2.694 | — | — | — | |
| ExU-Net2026.04 | 2.76 | — | — | — | |
| NDML2026.04 | 2.9 | — | — | — | |
| Baseline2026.04 | 3 | — | — | — | |
| Cai et al.2026.04 | 3.12 | — | — | — | |
| Xie et al.Model=Thin ResNet-34, Loss=Softmax, Training set=VoxCeleb22019.06 | 3.22 | — | — | — | |
| Okabe et al.Model=TDNN (x-vector), Loss=Softmax, Training set=VoxCeleb12019.06 | 3.85 | — | — | — | |
| x-vector†Frontend=Fbank-80, Param (M)=4.62025.12 | 3.86 | — | 0.383 | 0.23 | |
| Chung et al.Model=ResNet-50, Loss=Softmax + Contrastive, Training set=VoxCeleb22019.06 | 4.19 | — | — | — | |
| Hajibabaei et al.Model=ResNet-20, Loss=AM-Softmax, Training set=VoxCeleb12019.06 | 4.3 | — | — | — | |
| Cai et al.Model=ResNet-34, Loss=A-Softmax, Training set=VoxCeleb12019.06 | 4.4 | — | — | — | |
| Nagrani et al.Model=GMM-UBM (i-vector), Training set=VoxCeleb12019.06 | 8.8 | — | — | — |