Audio Deepfake Detection on MLAAD-EN
10.7EERSLIM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SLIMCategory=Finetuned frontend, #Param (million)=2532024.07 | 10.7 | 89.2 | |
| FullCategory=SLIM variants (ours), #Param (million)=112024.07 | 13.5 | 86.5 | |
| W2V-AASISTCategory=Finetuned frontend, #Param (million)=3172024.07 | 14.5 | 85.6 | |
| W2V-ASPCategory=Finetuned frontend, #Param (million)=3172024.07 | 19.2 | 81.7 | |
| DependencyCategory=SLIM variants (ours), #Param (million)=92024.07 | 19.8 | 81.1 | |
| Enc_style+lingCategory=SLIM variants (ours), #Param (million)=102024.07 | 23.9 | 77.2 | |
| Enc_lingCategory=SLIM variants (ours), #Param (million)=92024.07 | 25 | 76 | |
| Enc_styCategory=SLIM variants (ours), #Param (million)=92024.07 | 25.4 | 75.6 | |
| SSL-FusionCategory=Frozen frontend, #Param (million)=102024.07 | 26.5 | 73.9 | |
| W2V+WLMCategory=Frozen frontend, #Param (million)=92024.07 | 27 | 73.9 | |
| W2V+HUBCategory=Frozen frontend, #Param (million)=92024.07 | 27.6 | 73.2 | |
| W2V-LLGFCategory=Frozen frontend, #Param (million)=102024.07 | 27.8 | 73.1 | |
| WLM+HUBCategory=Frozen frontend, #Param (million)=92024.07 | 28.5 | 72 | |
| W2V-ASPCategory=Frozen frontend, #Param (million)=92024.07 | 29.1 | 71.5 | |
| WLM-ASPCategory=Frozen frontend, #Param (million)=92024.07 | 30.3 | 70.9 | |
| HUB-ASPCategory=Frozen frontend, #Param (million)=92024.07 | 31 | 70.2 | |
| RawNet2Category=Baseline, #Param (million)=42024.07 | 33.9 | 67.6 | |
| LCNNCategory=Baseline, #Param (million)=42024.07 | 37.2 | 65.4 |