Anti-spoofing on Aggregate of Anti-spoofing Corpora
4.81Macro EERWavLM-Large MoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=stat2026.06 | 4.81 | 12.34 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=max2026.06 | 4.91 | 12.73 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=227M, MoE Insertion Position=last 6, Number of Experts (E)=2, Top-k Value (k)=1, Pooling Strategy=stat2026.06 | 4.98 | 12.81 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=2, Pooling Strategy=stat2026.06 | 5 | 13 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=278M, MoE Insertion Position=last 6, Number of Experts (E)=3, Top-k Value (k)=1, Pooling Strategy=stat2026.06 | 5.13 | 13.81 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=1, Pooling Strategy=stat2026.06 | 5.17 | 13.6 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=330M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.06 | 5.21 | 13.8 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=278M, MoE Insertion Position=last 6, Number of Experts (E)=3, Top-k Value (k)=2, Pooling Strategy=stat2026.06 | 5.33 | 13.07 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=mean2026.06 | 5.35 | 13.75 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=3, Pooling Strategy=stat2026.06 | 5.4 | 14.46 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=2, Pooling Strategy=stat2026.06 | 5.41 | 13.99 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=355M, MoE Insertion Position=alternating, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.06 | 5.42 | 14.27 | |
| WavLM-L (13)Type=Baseline, SSL Backbone=WavLM-L (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 5.46 | 14.95 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=330M, MoE Insertion Position=first 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.06 | 5.6 | 15.35 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=3, Pooling Strategy=stat2026.06 | 5.6 | 14.23 | |
| WavLM-L (24)Type=Baseline, SSL Backbone=WavLM-L (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 5.61 | 15.61 | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=507M, MoE Insertion Position=all 13, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.06 | 5.77 | 14.13 | |
| XLSR (13)Type=Baseline, SSL Backbone=XLSR (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 6.01 | 13.71 | |
| XLSR (24)Type=Baseline, SSL Backbone=XLSR (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 6.01 | 14.89 | |
| HuBERT-L (24)Type=Baseline, SSL Backbone=HuBERT-L (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 6.21 | 11.97 | |
| HuBERT-L (13)Type=Baseline, SSL Backbone=HuBERT-L (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 6.24 | 12.91 |