Open-set speaker identification on 3D-Speaker (test)
0.36EERSpeakerRPL V2 (proposed)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SpeakerRPL V2 (proposed)Target speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=true2026.04 | 0.36 | 0.02 | 98.86 | 99.7 | |
| SpeakerRPL V2 w/ naive fusionTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=true2026.04 | 0.37 | 0.02 | 98.66 | 99.57 | |
| SpeakerRPL V2 w/o fusionTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.52 | 0.03 | 97.89 | 99.32 | |
| AM-SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.55 | 0.03 | 97.79 | 99.24 | |
| AAM-SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.58 | 0.03 | 97.85 | 99.29 | |
| SpeakerRPL V1Target speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=false, Model Fusion=false2026.04 | 0.67 | 0.04 | 98.05 | 99.38 | |
| SoftmaxTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 0.72 | 0.04 | 97.09 | 99.18 | |
| PrototypeTarget speaker augmentation=true, Unknown speaker augmentation=true, Adaptive anchor=true, Model Fusion=false2026.04 | 1.66 | 0.12 | 71.88 | 82.78 | |
| SpeakerRPL V1 w/o Unknown speakersTarget speaker augmentation=true, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.39 | 0.19 | 96.9 | 99.46 | |
| Direct EnrollmentTarget speaker augmentation=false, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.59 | 0.18 | 97.45 | 99.5 | |
| Direct Enrollment +Target augTarget speaker augmentation=true, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 3.69 | 0.17 | 97.53 | 99.57 | |
| SpeakerRPL V1 w/o Target augTarget speaker augmentation=false, Unknown speaker augmentation=false, Adaptive anchor=false, Model Fusion=false2026.04 | 4.3 | 0.23 | 95.66 | 99.15 |