Source Separation on MUSIC (test)
3.43ISMMAudioSep
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MMAudioSepPre-training status=pretrain wo/frozen, TEXT Query=true, VIDEO Query=true2025.10 | 3.43 | 1.18 | 32.48 | 91.48 | 44.21 | 0.182 | |
| MMAudioSepPre-training status=pretrain w/frozen, TEXT Query=true, VIDEO Query=true2025.10 | 3.42 | 1.72 | 31.69 | 90.29 | 44.06 | 0.179 | |
| Ground Truth2025.10 | 3.4 | — | 32.81 | 100 | 44.45 | 0.176 | |
| MMAudioSepPre-training status=scratch, TEXT Query=true, VIDEO Query=true2025.10 | 3.36 | 0.97 | 32.1 | 91.11 | 43.08 | 0.212 | |
| MMAudioSepPre-training status=scratch, TEXT Query=true, VIDEO Query=false2025.10 | 3.31 | 1.14 | 29.5 | 85.9 | 39.26 | 0.345 | |
| MMAudioSepPre-training status=pretrain w/frozen, TEXT Query=true, VIDEO Query=false2025.10 | 3.29 | 1.22 | 30.34 | 87.44 | 40.64 | 0.287 | |
| MMAudioSepPre-training status=pretrain wo/frozen, TEXT Query=true, VIDEO Query=false2025.10 | 3.28 | 1.12 | 30.8 | 88.28 | 40.63 | 0.289 | |
| FlowSepTEXT Query=true, VIDEO Query=false2025.10 | 3.17 | 18.87 | 24.33 | 49.02 | 19.69 | 0.648 | |
| AudioSepTEXT Query=true, VIDEO Query=false2025.10 | 3.08 | 1.37 | 31.11 | 86.69 | 40.74 | 0.254 | |
| Mixture2025.10 | 2.48 | 3.7 | 26.9 | 75.18 | 33.75 | 0.345 |