Audiovisual Association on UGC-AVQA
65.7AVEPO-MARC*
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| O-MARC*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.05 | 65.7 | 68.2 | 58.3 | 66.3 | 64.6 | |
| Full TokensModel=Qwen3-Omni-30B-A3B, Retained Ratio=100%, Frames=322026.05 | 65.3 | 66.8 | 60.9 | 67 | 65 | |
| OMAC (Ours)Model=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.05 | 57.3 | 59 | 53.9 | 57.5 | 56.9 | |
| O-MARCModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.05 | 56.3 | 64.1 | 51.2 | 65.3 | 59.2 | |
| OmniSIFT*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.05 | 52.9 | 55.8 | 55.1 | 61.7 | 56.4 | |
| Full TokensModel=Qwen2.5-Omni-7B, Retained Ratio=100%, Frames=322026.05 | 52.7 | 54.4 | 51.2 | 58.3 | 54.2 | |
| OMAC (Ours)Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.05 | 52.4 | 54.9 | 49.3 | 56.3 | 53.2 | |
| O-MARCModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.05 | 52.4 | 61.4 | 55.8 | 61.9 | 57.9 | |
| OmniZipModel=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.05 | 51.5 | 56.6 | 54.4 | 53.4 | 53.9 | |
| OmniZipModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.05 | 51.5 | 53.6 | 50 | 55.8 | 52.7 | |
| OMAC (Ours)Model=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.05 | 47.6 | 52.4 | 47.1 | 49.5 | 49.2 | |
| Full TokensModel=Qwen2.5-Omni-3B, Retained Ratio=100%, Frames=322026.05 | 44.7 | 52.4 | 48.3 | 50.5 | 49 | |
| OmniZipModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.05 | 44.7 | 49 | 44.9 | 49.8 | 47.1 |