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ResearchFormerly WizWand

Speaker Verification on VoxCeleb1 Cleaned (Extended)

0.48EER (%)ECAPA-TDNN (C=512)
0.34161.27582.213.1442Jul 25, 2024Oct 17, 2024Jan 10, 2025Apr 5, 2025Jun 28, 2025Sep 21, 2025Dec 15, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ECAPA-TDNN (C=512)Frontend=LARGE, Param (M)=+ 8.6*2025.120.48———
LAP (h=16) + ASTPFrontend=LARGE, Param (M)=+ 2.32025.120.5—0.0550.032
ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=true2024.070.530.051——
ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=false2024.070.550.052——
ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=true2024.070.590.057——
ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=false2024.070.610.062——
ECAPA2Params=27.1M, GMACs=187.00*, LM=true, AS-Norm=false2024.070.620.066——
ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=true2024.070.640.067——
ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=false2024.070.680.073——
ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=true2024.070.690.072——
ResNet293Params=23.8M, GMACs=28.10, LM=false, AS-Norm=true2024.070.710.072——
ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=false2024.070.730.079——
ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=true2024.070.740.078——
ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=false2024.070.760.082——
DF-ResNet233Params=12.3M, GMACs=11.17, LM=false, AS-Norm=true2024.070.760.083——
LAP (h=12) + ASTPFrontend=BASE+, Param (M)=+ 1.72025.120.77—0.0870.046
MHFA (64 heads)Frontend=BASE+, Param (M)=+ 2.22025.120.79—0.0890.05
MHFA (64 heads)Frontend=LARGE, Param (M)=+ 2.222025.120.8—0.0840.049
Gemini DF-ResNet183Params=9.2M, GMACs=8.25, LM=false, AS-Norm=true2024.070.810.09——
DBE (C=512)Frontend=BASE+, Param (M)=+ 14.3*2025.120.81—0.091—
CAM++Params=7.2M, GMACs=1.15, LM=true, AS-Norm=false2024.070.850.095——
Gemini DF-ResNet114Params=6.5M, GMACs=5.00, LM=false, AS-Norm=true2024.070.860.097——
ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=true2024.070.890.096——
LAP (h=12) + ASTPFrontend=WavLM BASE, Param (M)=+ 1.72025.120.89—0.0950.056
ResNet34Params=6.6M, GMACs=4.55, LM=true, AS-Norm=false2024.070.930.104——
ECAPA-TDNN (C=512)Frontend=BASE+, Param (M)=+ 8.0*2025.120.93———
ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=false2024.070.970.104——
ECAPA-TDNN (C=512)†Frontend=WavLM BASE, Param (M)=+ 8.02025.121.01—0.1070.062
NeXt-TDNN-1 (C=256, B=3)Params=6.0M, GMACs=1.13*, LM=false, AS-Norm=true2024.071.040.116——
NeXt-TDNN (C=256, B=3)Params=7.1M, GMACs=1.35*, LM=false, AS-Norm=true2024.071.040.115——
NeXt-TDNN (C=256, B=3)Frontend=Fbank-80, Param (M)=7.12025.121.04—0.115—
Gemini DF-ResNet60Params=4.1M, GMACs=2.50*, LM=false, AS-Norm=true2024.071.050.116——
DF-ResNet56Params=4.5M, GMACs=2.66, LM=false, AS-Norm=true2024.071.090.122——
MHFAFrontend=WavLM BASE, Param (M)=+ 0.42025.121.09—0.1170.068
ECAPA-TDNN (C=1024)Frontend=Fbank-80, Param (M)=14.72025.121.12—0.132—
ECAPA (C=1024)Params=14.9M, GMACs=2.67, LM=true, AS-Norm=false2024.071.130.117——
NeXt-TDNN (C=128, B=3)Params=1.9M, GMACs=0.35*, LM=false, AS-Norm=true2024.071.170.126——
ReDimNet-B0Params=1.0M, GMACs=0.43, LM=true, AS-Norm=true2024.071.180.121——
ECAPA (C=512)Params=6.4M, GMACs=1.05, LM=false, AS-Norm=true2024.071.210.129——
NeXt-TDNN-1 (C=128, B=3)Params=1.6M, GMACs=0.29*, LM=false, AS-Norm=true2024.071.240.133——
ReDimNet-B0Params=1.0M, GMACs=0.43, LM=false, AS-Norm=false2024.071.250.132——
x-vector†Frontend=LARGE, Param (M)=315.5 + 7.02025.121.87—0.2640.138
x-vector†Frontend=BASE+, Param (M)=94.4 + 6.42025.121.99—0.2750.147
x-vector†Frontend=WavLM BASE, Param (M)=94.4 + 6.42025.122.35—0.2930.159
x-vector†Frontend=Fbank-80, Param (M)=4.62025.123.94—0.3990.255