Speaker Diarization on Libri3Mix
2.29DERUME ASR init. (0.33, 0.33, 0.34)
Evaluation Results
| Method | Links | |
|---|---|---|
| UME ASR init. (0.33, 0.33, 0.34)Training set=LibriMix (460 hours), Mixture type=mixclean: speech only, Mode=max, Weighting scheme=w/ RWSE, Training weights (λasr, λdiar, λsep)=(0.33, 0.33, 0.34), ASR initialization=true, Collar tolerance=None2025.08 | 2.29 | |
| UME (0.1, 0.1, 0.8) + ASR init.Training set=LibriMix (460 hours), Mixture type=mixboth: speech + noise, Mode=max, Weighting scheme=w/ weighted sum, Training weights (λasr, λdiar, λsep)=(0.1, 0.1, 0.8), ASR initialization=true, Collar tolerance=None2025.08 | 2.84 | |
| UME ASR init. (0.33, 0.33, 0.34)Training set=LibriMix (460 hours), Mixture type=mixboth: speech + noise, Mode=max, Weighting scheme=w/ RWSE, Training weights (λasr, λdiar, λsep)=(0.33, 0.33, 0.34), ASR initialization=true, Collar tolerance=None2025.08 | 3.01 | |
| UME (0.33, 0.33, 0.34) + ASR init.Training set=LibriMix (460 hours), Mixture type=mixboth: speech + noise, Mode=max, Weighting scheme=w/ weighted sum, Training weights (λasr, λdiar, λsep)=(0.33, 0.33, 0.34), ASR initialization=true, Collar tolerance=None2025.08 | 3.15 | |
| UME (λdiar = 1.0)Training set=LibriMix (460 hours), Mixture type=mixboth: speech + noise, Mode=max, Weighting scheme=w/o weighted sum, Training weights (λasr, λdiar, λsep)=(0, 1.0, 0), Collar tolerance=None2025.08 | 3.26 |