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ResearchFormerly WizWand

Speaker Verification on VoxCeleb2 O (test)

1.005EERE.-H. AM-Softmax
0.87241.767452.66253.55755Nov 22, 2022Jun 3, 2023Dec 14, 2023Jun 25, 2024Jan 4, 2025Jul 17, 2025Jan 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
E.-H. AM-SoftmaxMargin=true, Scale=true2026.011.0050.077
HAM-SoftmaxMargin=true, Scale=true2026.011.0480.072
Real AM-SoftmaxMargin=true, Scale=true2026.011.0850.083
AAM-SoftmaxMargin=true, Scale=true2026.011.2490.092
AM-SoftmaxMargin=true, Scale=true2026.011.2980.102
H-SoftmaxMargin=false, Scale=true2026.011.4680.111
OR-Gatenoise_ratio (η)=10%2022.111.62—
LNCL+Sub-AM + Cosinenoise_ratio (η)=0%, scoring_method=Cosine2022.111.63—
LNCL+Sub-AM + Cosinenoise_ratio (η)=5%, scoring_method=Cosine2022.111.63—
LNCL+Sub-AM + Cosinenoise_ratio (η)=10%, scoring_method=Cosine2022.111.64—
OR-Gatenoise_ratio (η)=0%2022.111.64—
OR-Gatenoise_ratio (η)=5%2022.111.65—
OR-Gatenoise_ratio (η)=20%2022.111.67—
Baselinenoise_ratio (η)=0%2022.111.69—
LNCL+Sub-AM + Cosinenoise_ratio (η)=20%, scoring_method=Cosine2022.111.69—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=0%, scoring_method=NL-PLDA2022.111.7—
LNCL+Sub-AM + PLDAnoise_ratio (η)=0%, scoring_method=PLDA2022.111.71—
Baselinenoise_ratio (η)=5%2022.111.72—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=5%, scoring_method=NL-PLDA2022.111.72—
OR-Gatenoise_ratio (η)=30%2022.111.72—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=10%, scoring_method=NL-PLDA2022.111.73—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=20%, scoring_method=NL-PLDA2022.111.75—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=30%, scoring_method=NL-PLDA2022.111.77—
LNCL+Sub-AM + PLDAnoise_ratio (η)=5%, scoring_method=PLDA2022.111.78—
LNCL+Sub-AM + Cosinenoise_ratio (η)=30%, scoring_method=Cosine2022.111.8—
LNCL+Sub-AM + PLDAnoise_ratio (η)=10%, scoring_method=PLDA2022.111.81—
Baselinenoise_ratio (η)=10%2022.111.9—
OR-Gatenoise_ratio (η)=50%2022.111.97—
LNCL+Sub-AM + PLDAnoise_ratio (η)=20%, scoring_method=PLDA2022.112.05—
SoftmaxMargin=false, Scale=false2026.012.0740.146
LNCL+Sub-AM + PLDAnoise_ratio (η)=30%, scoring_method=PLDA2022.112.15—
LNCL+Sub-AM + NL-PLDAnoise_ratio (η)=50%, scoring_method=NL-PLDA2022.112.19—
Baselinenoise_ratio (η)=20%2022.112.21—
LNCL+Sub-AM + Cosinenoise_ratio (η)=50%, scoring_method=Cosine2022.112.25—
LNCL+Sub-AM + PLDAnoise_ratio (η)=50%, scoring_method=PLDA2022.112.86—
Baselinenoise_ratio (η)=30%2022.112.88—
SoftmaxMargin=false, Scale=true2026.013.0460.217
Baselinenoise_ratio (η)=50%2022.114.32—