Sound Separation on MUSIC-clean+
6.94CLAPtMARS-Sep
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MARS-SepQuery type=Image Query2025.10 | 6.94 | 13.64 | 19.24 | 18.05 | 10.7 | — | |
| MARS-SepQuery type=Composed Omni-modal Query2025.10 | 6.82 | 13.89 | 19.9 | 17.99 | 10.78 | — | |
| OmniSepQuery type=Image Query2025.10 | 6.53 | 13.03 | 18.97 | 17.88 | 10.21 | — | |
| OmniSepQuery type=Composed Omni-modal Query2025.10 | 6.35 | 13.29 | 19.55 | 17.88 | 10.22 | — | |
| MARS-SepQuery type=Text Query2025.10 | 6.18 | 12.91 | 17.61 | 18.28 | 9.85 | — | |
| DAVIS-FlowQuery type=Image Query2025.10 | 5.99 | 13.52 | 19 | 17.54 | 10.32 | — | |
| CLIPSEP-NITQuery type=Image Query2025.10 | 5.97 | 11.64 | 18.4 | 17.04 | 8.27 | — | |
| MARS-SepQuery type=Audio Query2025.10 | 5.64 | 11.73 | 19.65 | 15.25 | 8.38 | — | |
| DAVIS-FlowQuery type=Text Query2025.10 | 5.53 | 8.97 | 15.99 | 17.88 | 9.23 | — | |
| i-QueryQuery type=Image Query2025.10 | 5.5 | 12.52 | 17.05 | 17.65 | 9.44 | — | |
| AudioSepQuery type=Text Query2025.10 | 5.48 | 11.23 | 16.9 | 17.29 | 8.56 | — | |
| OmniSepQuery type=Text Query2025.10 | 5.41 | 12.37 | 17.51 | 17.96 | 9.18 | — | |
| OmniSepQuery type=Audio Query2025.10 | 5.39 | 10.37 | 17.76 | 14.51 | 7.18 | — | |
| CLIPSEP-NITQuery type=Text Query2025.10 | 5.29 | 11.03 | 16.4 | 17.37 | 7.53 | — | |
| LASS-NetQuery type=Text Query2025.10 | 4.92 | 9.98 | 14.63 | 12.24 | 8.99 | — | |
| ZeroSepQuery modality=Text-queried2025.10 | 0.2002 | — | — | — | — | 22.86 | |
| FlowSepQuery modality=Text-queried2025.10 | 0.1067 | — | — | — | — | 39.25 | |
| MarsSepQuery modality=Text-queried2025.10 | 0.0618 | — | — | — | — | 21.56 |