Video Understanding on Aggregated Average Score
62.7Average ScoreLLaVA-Video-7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaVA-Video-7BRetention Ratio γ=100%2026.04 | 62.7 | 100 | |
| KiTokeRetention Ratio γ=25%2026.04 | 61.4 | 97.9 | |
| FastVIDRetention Ratio γ=25%2026.04 | 61.2 | 97.6 | |
| FastVRetention Ratio γ=100%/25%2026.04 | 60.8 | 97 | |
| VisionZipRetention Ratio γ=25%2026.04 | 59.6 | 95.1 | |
| KiTokeRetention Ratio γ=10%2026.04 | 59.6 | 95.1 | |
| PruneVIDRetention Ratio γ=25%2026.04 | 59.4 | 94.7 | |
| FastVIDRetention Ratio γ=10%2026.04 | 58.8 | 93.8 | |
| VidCom2Retention Ratio γ=25%2026.04 | 58.4 | 93.1 | |
| KiTokeRetention Ratio γ=5%2026.04 | 57.8 | 92.2 | |
| DyCokeRetention Ratio γ=25%2026.04 | 57.2 | 91.2 | |
| EchoPruneBackbone=Qwen2.5VL-7B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 57.2 | 5.7 | |
| PruneVIDRetention Ratio γ=10%2026.04 | 56.9 | 90.7 | |
| FastVRetention Ratio γ=100%/10%2026.04 | 56.4 | 90 | |
| VisionZipRetention Ratio γ=10%2026.04 | 56.1 | 89.5 | |
| FastVIDRetention Ratio γ=5%2026.04 | 55.7 | 88.8 | |
| FlashVIDBackbone=Qwen2.5VL-7B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 55.7 | 3 | |
| RandomBackbone=Qwen2.5VL-7B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 55 | 1.7 | |
| PruneVIDRetention Ratio γ=5%2026.04 | 54.7 | 87.2 | |
| MI-PrunerBackbone=Qwen2.5VL-7B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 54.5 | 0.7 | |
| Qwen2.5VL-7BBackbone=Qwen2.5VL-7B, Frames / Pruning Configuration=F32 (1×) / 100%2026.05 | 54.1 | 100 | |
| EchoPruneBackbone=Qwen2.5VL-3B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 53.5 | 6 | |
| VidCom2Retention Ratio γ=10%2026.04 | 53.3 | 85 | |
| FastVRetention Ratio γ=100%/5%2026.04 | 53.2 | 84.8 | |
| FlashVIDBackbone=Qwen2.5VL-3B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 52.5 | 4.6 | |
| VisionZipRetention Ratio γ=5%2026.04 | 52.4 | 83.6 | |
| KiTokeRetention Ratio γ=1%2026.04 | 52.3 | 83.4 | |
| MI-PrunerBackbone=Qwen2.5VL-3B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 52.1 | 3.8 | |
| RandomBackbone=Qwen2.5VL-3B, Frames / Pruning Configuration=F160 (5×) / 20%2026.05 | 51.6 | 2.8 | |
| Qwen2.5VL-3BBackbone=Qwen2.5VL-3B, Frames / Pruning Configuration=F32 (1×) / 100%2026.05 | 50.2 | 100 | |
| VidCom2Retention Ratio γ=5%2026.04 | 49.7 | 79.3 | |
| FastVIDRetention Ratio γ=1%2026.04 | 49.1 | 78.3 | |
| FastVRetention Ratio γ=100%/1%2026.04 | 48.8 | 77.8 | |
| PruneVIDRetention Ratio γ=1%2026.04 | 48.5 | 77.4 | |
| VisionZipRetention Ratio γ=1%2026.04 | 47.4 | 75.6 | |
| VidCom2Retention Ratio γ=1%2026.04 | 45.2 | 72.1 |