Video Reasoning on OmniVideo
39.4Average ScoreFull Tokens
Evaluation Results
| Method | Links | |
|---|---|---|
| Full TokensModel=Qwen3-Omni-30B-A3B, Retained Ratio=100%, Frames=322026.05 | 39.4 | |
| OMAC (Ours)Model=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.05 | 35.5 | |
| O-MARC*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.05 | 35.2 | |
| OmniSIFT*Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=100k+2026.05 | 35 | |
| Full TokensModel=Qwen2.5-Omni-7B, Retained Ratio=100%, Frames=322026.05 | 34.6 | |
| OmniZipModel=Qwen3-Omni-30B-A3B, Retained Ratio=30%, Frames=322026.05 | 31.7 | |
| Full TokensModel=Qwen2.5-Omni-3B, Retained Ratio=100%, Frames=322026.05 | 31.6 | |
| O-MARCModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.05 | 31.5 | |
| O-MARCModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=32, Training Data=3k+2026.05 | 31 | |
| OMAC (Ours)Model=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.05 | 30.9 | |
| OMAC (Ours)Model=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.05 | 30.8 | |
| OmniZipModel=Qwen2.5-Omni-7B, Retained Ratio=30%, Frames=322026.05 | 30 | |
| OmniZipModel=Qwen2.5-Omni-3B, Retained Ratio=30%, Frames=322026.05 | 29.3 |