Speaker Verification on VoxCeleb 1 (verification)
0.48EERWavLM Large
Evaluation results
| Method | Links | |
|---|---|---|
| WavLM LargeLarge margin fine-tuning=true, Quality-aware score calibration=true2021.10 | 0.48 | |
| HuBERT LargeLarge margin fine-tuning=true, Quality-aware score calibration=true2021.10 | 0.654 | |
| WavLM Large2021.10 | 0.662 | |
| HuBERT Large2021.10 | 0.822 | |
| WavLM Base+2021.10 | 0.928 | |
| HuBERT Base2021.10 | 1.068 | |
| ECAPA-TDNNimplementation=reproduction2021.10 | 1.2 | |
| ECAPA-TDNN2021.10 | 1.24 | |
| ProposedN=8, C=128, Dimensions=2048, Parameters=18 million2020.05 | 8.95 | |
| ProposedN=30, C=64, Dimensions=1024, Parameters=18 million2020.05 | 9.01 | |
| ProposedN=8, C=64, Dimensions=1024, Parameters=5 million2020.05 | 9.13 | |
| VGG-MDimensions=1024, Parameters=67 million2020.05 | 10.2 | |
| ResNet-34Dimensions=512, Parameters=22 million2020.05 | 11.99 | |
| ResNet-18Dimensions=512, Parameters=12 million2020.05 | 12.3 | |
| WavLM LargeLarge margin fine-tuning=true, Quality-aware score calibration=true2021.10 | 38.3 | |
| HuBERT LargeLarge margin fine-tuning=true, Quality-aware score calibration=true2021.10 | 58.5 | |
| WavLM Large2021.10 | 61.7 | |
| HuBERT Large2021.10 | 80.8 | |
| WavLM Base+2021.10 | 84 | |
| HuBERT Base2021.10 | 98.9 | |
| ECAPA-TDNN2021.10 | 101 | |
| ECAPA-TDNNimplementation=reproduction2021.10 | 108 |