Open-set Speaker Identification on VoxCeleb2 (test)
0.44EERSpeakerRPL V2 (proposed)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SpeakerRPL V2 (proposed)Target speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=true2026.04 | 0.44 | 0.03 | 98.69 | 99.47 | |
| SpeakerRPL V2 w/ naive fusionTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=true2026.04 | 0.49 | 0.03 | 98.6 | 99.51 | |
| SpeakerRPL V2 w/o fusionTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.54 | 0.03 | 98.04 | 99.42 | |
| AM-SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.58 | 0.04 | 97.88 | 99.38 | |
| AAM-SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.58 | 0.04 | 97.85 | 99.39 | |
| SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.69 | 0.04 | 97.47 | 99.36 | |
| PrototypeTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.72 | 0.05 | 93.18 | 97.46 | |
| SpeakerRPL V1Target speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=false, Model Fusion=false2026.04 | 0.76 | 0.05 | 98.14 | 99.42 | |
| Direct EnrollmentTarget speaker augmentation=false, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.74 | 0.16 | 97.31 | 99.21 | |
| SpeakerRPL V1 w/o Target augTarget speaker augmentation=false, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.76 | 0.2 | 96.76 | 99.42 | |
| Direct Enrollment +Target augTarget speaker augmentation=true, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.84 | 0.17 | 97.25 | 99.24 | |
| SpeakerRPL V1 w/o Unknown speakersTarget speaker augmentation=true, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.86 | 0.21 | 96.61 | 99.45 |