Spoofing-Aware Speaker Verification on SpoofCeleb (eval set)
0.0318a-DCFEnsemble
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EnsembleMode=Model Ensembling2026.02 | 0.0318 | 2.45 | 0.01 | — | |
| SD+ASV-PretrainedASV Weights=Pretrained (b6 model), Training Set=VoxCeleb22026.02 | 0.036 | 2.74 | 0.01 | — | |
| SD+ASV-SpoofCelebASV Weights=Fine-tuned, Training Set=SpoofCeleb2026.02 | 0.04 | 3.53 | 0.01 | — | |
| ELEAT-SAGAPretrained ASV=SKA-TDNN2026.02 | 0.0775 | — | — | 5.02 | |
| ATMM-SAGA S3Pretrained ASV=SKA-TDNN2026.02 | 0.0804 | — | — | 5.05 | |
| SAGA S3Pretrained ASV=SKA-TDNN2026.02 | 0.0812 | — | — | 5.05 | |
| ATMM-SAGA S3Pretrained ASV=ECAPA-TDNN2026.02 | 0.1082 | — | — | 8.22 | |
| ELEAT-SAGAPretrained ASV=ECAPA-TDNN2026.02 | 0.1151 | — | — | 7.9 | |
| SAGA S3Pretrained ASV=ECAPA-TDNN2026.02 | 0.1157 | — | — | 7.77 | |
| 3T2-SASVStructure=SKA-TDNN2026.03 | 0.1205 | — | — | — | |
| Integrated B04Structure=MFA-Conformer2026.03 | 0.121 | — | — | — | |
| 3T2-SASVStructure=MFA-Conformer2026.03 | 0.127 | — | — | — | |
| Integrated B04Structure=SKA-TDNN2026.03 | 0.2901 | — | — | — | |
| SASV - SpoofCelebType=Baseline, Data=SpoofCeleb2026.02 | 0.2902 | 12.78 | 5 | — | |
| BaselinePretrained ASV=SKA-TDNN2026.02 | 0.2902 | — | — | — | |
| Conventional ASVType=Baseline2026.02 | 0.4923 | 3.84 | 23.44 | — | |
| SASV - OOD DataType=Baseline, Data=Out-of-Distribution2026.02 | 0.9998 | 38.94 | 52.24 | — | |
| ResNet293Architecture=ResNet2932025.12 | — | 3.053 | — | — | |
| W2V2-BERT + MHFAFront-end=W2V2-BERT, Backend=MHFA2025.12 | — | 2.528 | — | — | |
| WavLM Large + MHFAFront-end=WavLM Large, Backend=MHFA2025.12 | — | 3.51 | — | — |