Video Understanding on VideoMME, EgoSchema, LongVideoBench, MVBench
61.6Avg. ScoreVanilla
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VanillaRetention Ratio R=100%2026.02 | 61.6 | 100 | |
| VanillaRetention Ratio R=100%2026.02 | 61.6 | 100 | |
| VanillaBase Model=LLaVA-Video, Retention Ratio R=100%2026.02 | 60.7 | 100 | |
| FlashVIDRetention Ratio R=25%2026.02 | 60.5 | 98.2 | |
| VisionZipRetention Ratio R=25%2026.02 | 60.3 | 97.9 | |
| FlashVIDRetention Ratio R=20%2026.02 | 60.2 | 97.7 | |
| FastVIDRetention Ratio R=25%2026.02 | 60 | 97.4 | |
| FastVRetention Ratio R=25%2026.02 | 59.8 | 97.1 | |
| VisionZipRetention Ratio R=20%2026.02 | 59.6 | 96.8 | |
| FlashVIDRetention Ratio R=15%2026.02 | 59.6 | 96.8 | |
| FastVIDRetention Ratio R=20%2026.02 | 59.4 | 96.4 | |
| FlashVIDBase Model=LLaVA-Video, Retention Ratio R=20%2026.02 | 59.3 | 97.7 | |
| FastVRetention Ratio R=20%2026.02 | 59.3 | 96.3 | |
| VisionZipBase Model=LLaVA-Video, Retention Ratio R=20%2026.02 | 59 | 97.2 | |
| VisionZipRetention Ratio R=15%2026.02 | 59 | 95.8 | |
| FlashVIDRetention Ratio R=10%2026.02 | 58.9 | 95.6 | |
| FlashVIDBase Model=LLaVA-OneVision, Retention Ratio R=20%2026.02 | 58.7 | 100.5 | |
| FastVIDBase Model=LLaVA-Video, Retention Ratio R=20%2026.02 | 58.7 | 96.7 | |
| FlashVIDBase Model=LLaVA-OneVision, Retention Ratio R=25%2026.02 | 58.6 | 100.3 | |
| FastVIDRetention Ratio R=15%2026.02 | 58.6 | 95.1 | |
| FlashVIDBase Model=LLaVA-OneVision, Retention Ratio R=15%2026.02 | 58.5 | 100.2 | |
| VanillaBase Model=LLaVA-OneVision, Retention Ratio R=100%2026.02 | 58.4 | 100 | |
| VisionZipBase Model=LLaVA-OneVision, Retention Ratio R=25%2026.02 | 58.2 | 99.7 | |
| FlashVIDBase Model=LLaVA-Video, Retention Ratio R=10%2026.02 | 58.2 | 95.9 | |
| FastVRetention Ratio R=15%2026.02 | 58.1 | 94.3 | |
| FastVIDBase Model=LLaVA-OneVision, Retention Ratio R=20%2026.02 | 57.9 | 99.1 | |
| FastVIDBase Model=LLaVA-OneVision, Retention Ratio R=15%2026.02 | 57.9 | 99.1 | |
| FlashVIDBase Model=LLaVA-OneVision, Retention Ratio R=10%2026.02 | 57.9 | 99.1 | |
| FastVIDBase Model=LLaVA-OneVision, Retention Ratio R=25%2026.02 | 57.8 | 99 | |
| VisionZipBase Model=LLaVA-OneVision, Retention Ratio R=20%2026.02 | 57.7 | 98.8 | |
| VisionZipRetention Ratio R=10%2026.02 | 57.7 | 93.7 | |
| FastVIDRetention Ratio R=10%2026.02 | 57.4 | 93.2 | |
| FastVRetention Ratio R=10%2026.02 | 57.3 | 91.6 | |
| FastVIDBase Model=LLaVA-OneVision, Retention Ratio R=10%2026.02 | 57.1 | 97.8 | |
| FastVIDBase Model=LLaVA-Video, Retention Ratio R=10%2026.02 | 57.1 | 94.1 | |
| PruneVIDBase Model=LLaVA-OneVision, Retention Ratio R=20%2026.02 | 57 | 97.6 | |
| FastVBase Model=LLaVA-Video, Retention Ratio R=20%2026.02 | 56.9 | 93.7 | |
| PruneVIDBase Model=LLaVA-OneVision, Retention Ratio R=25%2026.02 | 56.7 | 97.1 | |
| VisionZipBase Model=LLaVA-Video, Retention Ratio R=10%2026.02 | 56.6 | 93.2 | |
| FastVBase Model=LLaVA-OneVision, Retention Ratio R=25%2026.02 | 56.5 | 96.7 | |
| FastVBase Model=LLaVA-OneVision, Retention Ratio R=20%2026.02 | 56.3 | 96.4 | |
| VisionZipBase Model=LLaVA-OneVision, Retention Ratio R=15%2026.02 | 55.8 | 95.5 | |
| PruneVIDBase Model=LLaVA-OneVision, Retention Ratio R=15%2026.02 | 55.7 | 95.4 | |
| FastVBase Model=LLaVA-OneVision, Retention Ratio R=15%2026.02 | 55.2 | 94.5 | |
| PruneVIDBase Model=LLaVA-OneVision, Retention Ratio R=10%2026.02 | 54.9 | 94 | |
| FastVBase Model=LLaVA-Video, Retention Ratio R=10%2026.02 | 54.2 | 89.3 | |
| VisionZipBase Model=LLaVA-OneVision, Retention Ratio R=10%2026.02 | 54 | 92.5 | |
| FastVBase Model=LLaVA-OneVision, Retention Ratio R=10%2026.02 | 53.6 | 91.8 |