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ResearchFormerly WizWand

Speaker Verification on VoxCeleb1 Hard Cleaned

0.0099EERECAPA-TDNN (C=512)
0.0076760.0226880.03770.052712Jul 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*2025.120.0099———
ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=true2024.070.010.097——
LAP (h=16) + ASTPFrontend=LARGE, Param (M)=+ 2.32025.120.0101—0.0990.061
ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=true2024.070.01050.095——
ReDimNet-B6_SF2Params=15.0M, GMACs=20.27, LM=true, AS-Norm=false2024.070.01050.104——
ReDimNet-B5_SF2Params=9.2M, GMACs=9.87, LM=true, AS-Norm=false2024.070.01080.102——
ECAPA2Params=27.1M, GMACs=187.00*, LM=true, AS-Norm=false2024.070.01150.114——
ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=true2024.070.01170.111——
ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=true2024.070.01230.121——
ReDimNet-B4Params=6.3M, GMACs=4.80, LM=true, AS-Norm=false2024.070.01260.123——
ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=true2024.070.01270.128——
ResNet293Params=23.8M, GMACs=28.10, LM=false, AS-Norm=true2024.070.0130.127——
ReDimNet-B2_SF2Params=4.7M, GMACs=0.90, LM=true, AS-Norm=false2024.070.01320.133——
ReDimNet-B3Params=3.0M, GMACs=3.00, LM=true, AS-Norm=false2024.070.01330.135——
Gemini DF-ResNet183Params=9.2M, GMACs=8.25, LM=false, AS-Norm=true2024.070.01440.137——
DF-ResNet233Params=12.3M, GMACs=11.17, LM=false, AS-Norm=true2024.070.01440.146——
Gemini DF-ResNet114Params=6.5M, GMACs=5.00, LM=false, AS-Norm=true2024.070.01490.144——
LAP (h=12) + ASTPFrontend=BASE+, Param (M)=+ 1.72025.120.0149—0.1460.086
ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=true2024.070.01570.154——
DBE (C=512)Frontend=BASE+, Param (M)=+ 14.3*2025.120.0164—0.166—
CAM++Params=7.2M, GMACs=1.15, LM=true, AS-Norm=false2024.070.01660.165——
ResNet34Params=6.6M, GMACs=4.55, LM=true, AS-Norm=false2024.070.01680.161——
MHFA (64 heads)Frontend=LARGE, Param (M)=+ 2.222025.120.017—0.1630.101
LAP (h=12) + ASTPFrontend=WavLM BASE, Param (M)=+ 1.72025.120.0172—0.1620.101
ReDimNet-B1Params=2.2M, GMACs=0.54, LM=true, AS-Norm=false2024.070.01730.166——
MHFA (64 heads)Frontend=BASE+, Param (M)=+ 2.22025.120.0173—0.1770.107
ECAPA-TDNN (C=512)Frontend=BASE+, Param (M)=+ 8.0*2025.120.0176———
Gemini DF-ResNet60Params=4.1M, GMACs=2.50*, LM=false, AS-Norm=true2024.070.0180.166——
NeXt-TDNN (C=256, B=3)Params=7.1M, GMACs=1.35*, LM=false, AS-Norm=true2024.070.01820.182——
NeXt-TDNN (C=256, B=3)Frontend=Fbank-80, Param (M)=7.12025.120.0182—0.182—
NeXt-TDNN-1 (C=256, B=3)Params=6.0M, GMACs=1.13*, LM=false, AS-Norm=true2024.070.01860.184——
ECAPA-TDNN (C=512)†Frontend=WavLM BASE, Param (M)=+ 8.02025.120.0193—0.1950.12
NeXt-TDNN (C=128, B=3)Params=1.9M, GMACs=0.35*, LM=false, AS-Norm=true2024.070.01980.19——
DF-ResNet56Params=4.5M, GMACs=2.66, LM=false, AS-Norm=true2024.070.01990.184——
ReDimNet-B0Params=1.0M, GMACs=0.43, LM=true, AS-Norm=true2024.070.02010.184——
ECAPA (C=1024)Params=14.9M, GMACs=2.67, LM=true, AS-Norm=false2024.070.02090.204——
NeXt-TDNN-1 (C=128, B=3)Params=1.6M, GMACs=0.29*, LM=false, AS-Norm=true2024.070.02120.201——
ECAPA-TDNN (C=1024)Frontend=Fbank-80, Param (M)=14.72025.120.0212—0.21—
ReDimNet-B0Params=1.0M, GMACs=0.43, LM=false, AS-Norm=false2024.070.0220.207——
ECAPA (C=512)Params=6.4M, GMACs=1.05, LM=false, AS-Norm=true2024.070.0220.205——
MHFAFrontend=WavLM BASE, Param (M)=+ 0.42025.120.0227—0.2310.142
x-vector†Frontend=LARGE, Param (M)=315.5 + 7.02025.120.0408—0.5140.304
x-vector†Frontend=BASE+, Param (M)=94.4 + 6.42025.120.0422—0.5440.315
x-vector†Frontend=WavLM BASE, Param (M)=94.4 + 6.42025.120.047—0.510.317
x-vector†Frontend=Fbank-80, Param (M)=4.62025.120.0655—0.5120.36