표 1. | Table 1. 각 임베딩 차원에서의 화자 검증 결과(EER, %) | Speaker verification results across each embedding dimension (EER, %)
| Model | rs | VoxCeleb1-O | VoxCeleb1-E | VoxCeleb1-H | Avg. |
| 16-D | 32-D | 64-D | 128-D | 256-D | 16-D | 32-D | 64-D | 128-D | 256-D | 16-D | 32-D | 64-D | 128-D | 256-D |
| SDM | | 3.18 | 1.53 | 0.94 | 0.85 | 0.80 | 3.21 | 1.54 | 1.09 | 0.97 | 0.95 | 5.80 | 2.72 | 1.92 | 1.75 | 1.73 | 1.93 |
| MRL | 1.00 | 2.52 | 1.47 | 1.18 | 0.96 | 0.96 | 2.62 | 1.52 | 1.20 | 1.07 | 1.07 | 4.61 | 2.69 | 2.12 | 1.91 | 1.91 | 1.85 |
| MRL-E | 1.00 | 2.40 | 1.39 | 0.99 | 0.94 | 0.94 | 2.58 | 1.53 | 1.15 | 1.09 | 1.09 | 4.63 | 2.68 | 2.05 | 1.96 | 1.96 | 1.83 |
| PES | 0.75 | 2.20 | 1.38 | 1.04 | 0.89 | 0.89 | 2.58 | 1.50 | 1.17 | 1.08 | 1.08 | 4.68 | 2.65 | 2.08 | 1.93 | 1.93 | 1.81 |
| 0.50 | 2.17 | 1.29 | 1.03 | 0.99 | 0.98 | 2.56 | 1.50 | 1.17 | 1.05 | 1.05 | 4.62 | 2.64 | 2.03 | 1.88 | 1.88 | 1.79 |
| 0.25 | 2.37 | 1.24 | 0.97 | 0.89 | 0.87 | 2.54 | 1.47 | 1.11 | 1.03 | 1.02 | 4.55 | 2.59 | 2.03 | 1.88 | 1.87 | 1.76 |
| PES-E | 0.75 | 2.48 | 1.52 | 1.05 | 0.97 | 0.97 | 2.53 | 1.51 | 1.15 | 1.08 | 1.08 | 4.58 | 2.66 | 2.03 | 1.92 | 1.92 | 1.83 |
| 0.50 | 2.13 | 1.44 | 1.01 | 0.95 | 0.95 | 2.51 | 1.52 | 1.14 | 1.10 | 1.10 | 4.51 | 2.61 | 2.04 | 1.97 | 1.97 | 1.80 |
| 0.25 | 2.12 | 1.32 | 1.06 | 0.92 | 0.92 | 2.51 | 1.49 | 1.14 | 1.05 | 1.05 | 4.56 | 2.64 | 2.04 | 1.91 | 1.91 | 1.78 |
| NES | 0.00 | 2.17 | 1.31 | 1.00 | 0.89 | 0.90 | 2.54 | 1.46 | 1.12 | 1.03 | 1.02 | 4.59 | 2.56 | 2.00 | 1.87 | 1.86 | 1.75 |
EER, equal error rate; SDM, single-dimensional model; MRL, Matryoshka representation learning; PES, partial element sharing; NES, no element sharing.