Video Understanding on OmniVideoBench
40.3ScoreFull tokens
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Full tokensR (Rv-Ra)=100 (100-100), TFLOPs=47.22026.05 | 40.3 | 55.5 | 100 | |
| VisionZipR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.05 | 40.3 | 54.4 | 98 | |
| FastVIDR (Rv-Ra)=25 (18-100), TFLOPs=9.12026.05 | 40.2 | 52.9 | 95.3 | |
| DyCokeR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.05 | 40.1 | 53.7 | 96.7 | |
| OmniZipR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.05 | 40.1 | 54.6 | 98.4 | |
| SEATSR (Rv-Ra)=10 (7-45), TFLOPs=3.92026.05 | 40.1 | 53 | 95.5 | |
| FastVR (Rv-Ra)=35 (29-100), TFLOPs=13.72026.05 | 40 | 53.3 | 96 | |
| DivPrune-omR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.05 | 40 | 53.7 | 96.7 | |
| SEATSR (Rv-Ra)=25 (22-60), TFLOPs=9.02026.05 | 39.9 | 54.7 | 98.6 | |
| SEATSR (Rv-Ra)=15 (12-50), TFLOPs=5.52026.05 | 39.9 | 53.8 | 96.9 | |
| SEATSR (Rv-Ra)=35 (32-70), TFLOPs=13.32026.05 | 39.8 | 55.4 | 99.8 | |
| VisionZip-omR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.05 | 39.8 | 53.8 | 96.9 | |
| FastVR (Rv-Ra)=25 (18-100), TFLOPs=9.82026.05 | 39.7 | 51.6 | 93 | |
| DivPruneR (Rv-Ra)=35 (29-100), TFLOPs=13.42026.05 | 39.6 | 54 | 97.3 | |
| DivPruneR (Rv-Ra)=25 (18-100), TFLOPs=9.42026.05 | 39.6 | 53.6 | 96.6 | |
| RandomR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.05 | 39.5 | 53.6 | 96.6 | |
| DivPrune-omR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.05 | 39.5 | 54.2 | 97.7 | |
| OmniZipR (Rv-Ra)=25 (25-25), TFLOPs=8.52026.05 | 39.4 | 52.5 | 94.5 | |
| VisionZip-omR (Rv-Ra)=35 (32-70), TFLOPs=13.42026.05 | 39.1 | 54.5 | 98.2 | |
| VisionZipR (Rv-Ra)=15 (8-100), TFLOPs=5.82026.05 | 39.1 | 51.2 | 92.3 | |
| RandomR (Rv-Ra)=25 (22-60), TFLOPs=9.42026.05 | 39 | 52.9 | 95.3 | |
| VisionZipR (Rv-Ra)=25 (18-100), TFLOPs=9.42026.05 | 39 | 52.9 | 95.3 | |
| DivPrune-omR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.05 | 38.7 | 50.9 | 91.7 | |
| VisionZip-omR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.05 | 38.3 | 49.8 | 89.7 | |
| FastV-omR (Rv-Ra)=25 (22-60), TFLOPs=9.82026.05 | 38.1 | 49.5 | 89.2 | |
| DivPruneR (Rv-Ra)=15 (8-100), TFLOPs=5.82026.05 | 38 | 51.8 | 93.3 | |
| FastV-omR (Rv-Ra)=35 (32-70), TFLOPs=13.72026.05 | 37.8 | 51.4 | 92.6 | |
| DivPrune-omR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.05 | 37.8 | 51.8 | 93.3 | |
| VisionZip-omR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.05 | 37.6 | 51.5 | 92.8 | |
| RandomR (Rv-Ra)=15 (12-50), TFLOPs=5.82026.05 | 36.8 | 50.6 | 91.2 | |
| RandomR (Rv-Ra)=10 (7-45), TFLOPs=4.02026.05 | 36.6 | 49.1 | 88.5 | |
| Full TokensRetained Ratio (%)=100, Model Backbone=Qwen2.5-Omni-7B2026.07 | 35.31 | — | — | |
| FastV-omR (Rv-Ra)=15 (12-50), TFLOPs=6.32026.05 | 35 | 46.7 | 84.2 | |
| OmniFocusRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.07 | 34.1 | — | — | |
| RandomRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.07 | 33.2 | — | — | |
| OmniFocusRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.07 | 32.7 | — | — | |
| OmniFocusRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.07 | 32.4 | — | — | |
| DyCokeRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.07 | 32.3 | — | — | |
| OmniZipRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.07 | 32.3 | — | — | |
| OmniZipRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.07 | 32.3 | — | — | |
| RandomRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.07 | 32.2 | — | — | |
| DyCokeRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-7B2026.07 | 32.19 | — | — | |
| OmniZipRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.07 | 32.1 | — | — | |
| OmniFocusRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.07 | 32.1 | — | — | |
| RandomRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.07 | 32 | — | — | |
| OmniZipRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-7B2026.07 | 31.49 | — | — | |
| DyCokeRetained Ratio (%)=35, Model Backbone=Qwen2.5-Omni-3B2026.07 | 31.29 | — | — | |
| RandomRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.07 | 31.19 | — | — | |
| DyCokeRetained Ratio (%)=25, Model Backbone=Qwen2.5-Omni-3B2026.07 | 31.19 | — | — | |
| Full TokensRetained Ratio (%)=100, Model Backbone=Qwen2.5-Omni-3B2026.07 | 31.09 | — | — |