Speaker Verification on ASVspoof 2019 (eval)
2.26EER (Male)OCSoftmax+GD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OCSoftmax+GDSystem=OCSoftmax+GD, Scoring fusion tuning split (α tuning set)=Eval Set, Scoring fusion weight parameter (α)=0.03/0.01/0.012024.12 | 2.26 | 2.02 | 2.1 | |
| OCSoftmaxSystem=OCSoftmax, Backbone=ResNet-18, Features=LFCC2024.12 | 2.4 | 2.05 | 2.18 | |
| AMSoftmax+GDSystem=AMSoftmax+GD, Scoring fusion tuning split (α tuning set)=Eval Set, Scoring fusion weight parameter (α)=0.01/0.01/0.012024.12 | 3.1 | 3.08 | 3.09 | |
| AMSoftmaxSystem=AMSoftmax, Backbone=ResNet-18, Features=LFCC2024.12 | 3.32 | 3.09 | 3.16 | |
| OCSoftmax+GDSystem=OCSoftmax+GD, Scoring fusion tuning split (α tuning set)=Dev. Set, Scoring fusion weight parameter (α)=0.75/0.64/0.832024.12 | 3.53 | 3.76 | 4.06 | |
| AMSoftmax+GDSystem=AMSoftmax+GD, Scoring fusion tuning split (α tuning set)=Dev. Set, Scoring fusion weight parameter (α)=0.64/0.56/0.612024.12 | 4.24 | 4.65 | 4.57 | |
| Softmax+GDSystem=Softmax+GD, Scoring fusion tuning split (α tuning set)=Eval Set, Scoring fusion weight parameter (α)=0.03/0.05/0.052024.12 | 4.25 | 5.18 | 4.9 | |
| SoftmaxSystem=Softmax, Backbone=ResNet-18, Features=LFCC2024.12 | 4.47 | 5.28 | 5.03 | |
| Softmax+GDSystem=Softmax+GD, Scoring fusion tuning split (α tuning set)=Dev. Set, Scoring fusion weight parameter (α)=0.36/0.58/0.392024.12 | 4.71 | 5.83 | 5.3 | |
| Gender-dependent (GD)System=GD2024.12 | 8.67 | 10.12 | 9.68 |