Source Separation on VGGSound Clean (test)
15.84ISGround Truth
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ground Truth2025.10 | 15.84 | — | 29.13 | 100 | 36.15 | 0.665 | |
| MMAudioSepPre-training status=pretrain wo/frozen, TEXT Query=true, VIDEO Query=false2025.10 | 14.23 | 1.15 | 30.57 | 81.46 | 31.38 | 0.789 | |
| MMAudioSepPre-training status=pretrain w/frozen, TEXT Query=true, VIDEO Query=true2025.10 | 13.87 | 1.98 | 30.38 | 80.11 | 34.23 | 0.629 | |
| MMAudioSepPre-training status=pretrain wo/frozen, TEXT Query=true, VIDEO Query=true2025.10 | 13.69 | 1.83 | 30.59 | 81.35 | 34.06 | 0.661 | |
| MMAudioSepPre-training status=pretrain w/frozen, TEXT Query=true, VIDEO Query=false2025.10 | 13.56 | 1.36 | 30.02 | 79.43 | 30.41 | 0.823 | |
| MMAudioSepPre-training status=scratch, TEXT Query=true, VIDEO Query=false2025.10 | 13.41 | 1.31 | 29.37 | 77.24 | 29.8 | 0.813 | |
| MMAudioSepPre-training status=scratch, TEXT Query=true, VIDEO Query=true2025.10 | 13.05 | 1.88 | 29.3 | 80.69 | 33.18 | 0.667 | |
| AudioSepTEXT Query=true, VIDEO Query=false2025.10 | 12.82 | 0.9 | 28.37 | 79.79 | 29.94 | 0.787 | |
| FlowSepTEXT Query=true, VIDEO Query=false2025.10 | 10.01 | 1.9 | 24.79 | 56.99 | 25.22 | 0.84 | |
| Mixture2025.10 | 7.53 | 2.51 | 17.05 | 59.34 | 18.85 | 0.906 |