Video Understanding on MVBench, LongVideoBench, MLVU, and VideoMME
59.3Average AccuracyLLaVA-OV 7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaVA-OV 7BRetention Ratio R=100%2026.05 | 59.3 | 100 | |
| DynaTokRetention Ratio R=25%2026.05 | 58.4 | 98.6 | |
| DyCokeRetention Ratio R=32.5%2026.05 | 58 | 97.8 | |
| DynaTokRetention Ratio R=19.9%2026.05 | 58 | 97.9 | |
| DynaTokRetention Ratio R=14.8%2026.05 | 57.5 | 97 | |
| FastVRetention Ratio R=100%/25%2026.05 | 57 | 96.1 | |
| FastVRetention Ratio R=100%/20%2026.05 | 57 | 96.1 | |
| DynaTokRetention Ratio R=9.7%2026.05 | 56.6 | 95.5 | |
| FastVRetention Ratio R=100%/15%2026.05 | 55.7 | 93.9 | |
| VisionZipRetention Ratio R=25%2026.05 | 54.4 | 91.7 | |
| FastVRetention Ratio R=100%/10%2026.05 | 53.5 | 90.2 | |
| VisionZipRetention Ratio R=19.9%2026.05 | 53.3 | 90 | |
| DyCokeRetention Ratio R=25%2026.05 | 51.1 | 86.2 | |
| VisionZipRetention Ratio R=14.8%2026.05 | 50.3 | 84.8 | |
| VisionZipRetention Ratio R=9.7%2026.05 | 46.4 | 78.3 |