Long Video Understanding on LongVideoBench (Performance & Efficiency)
57.1LongVideoBench ScoreFastVID
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FastVIDBefore LLM Retained Ratio=20%2026.05 | 57.1 | — | — | — | — | 57.3 | 98.1 | |
| HoliTomBefore LLM Retained Ratio=20%2026.05 | 57.1 | — | — | — | — | 58.8 | 100.7 | |
| FastVBefore LLM Retained Ratio=100%2026.05 | 56.7 | — | — | — | — | 56.5 | 96.7 | |
| HoliTomBefore LLM Retained Ratio=25%2026.05 | 56.7 | — | — | — | — | 58.8 | 100.7 | |
| VisionZipBefore LLM Retained Ratio=25%2026.05 | 56.5 | — | — | — | — | 58.2 | 99.7 | |
| LLaVA-OV-7BBefore LLM Retained Ratio=100%2026.05 | 56.4 | — | — | — | — | 58.4 | 100 | |
| HoliTomBefore LLM Retained Ratio=15%2026.05 | 56.4 | — | — | — | — | 58.2 | 99.7 | |
| FastVIDBefore LLM Retained Ratio=25%2026.05 | 56.3 | — | — | — | — | 57.3 | 98.1 | |
| EarlyTomBefore LLM Retained Ratio=25%2026.05 | 56.3 | — | — | — | — | 58.2 | 99.7 | |
| FastVIDBefore LLM Retained Ratio=10%2026.05 | 56.3 | — | — | — | — | 56.5 | 96.7 | |
| HoliTomBefore LLM Retained Ratio=10%2026.05 | 56.3 | — | — | — | — | 57.9 | 99.1 | |
| FastVIDBefore LLM Retained Ratio=15%2026.05 | 56.2 | — | — | — | — | 56.8 | 97.3 | |
| PruneVidBefore LLM Retained Ratio=25%2026.05 | 55.7 | — | — | — | — | 57.6 | 98.6 | |
| EarlyTomBefore LLM Retained Ratio=20%2026.05 | 55.6 | — | — | — | — | 58.1 | 99.3 | |
| PruneVidBefore LLM Retained Ratio=15%2026.05 | 55.4 | — | — | — | — | 57.1 | 97.8 | |
| VisionZipBefore LLM Retained Ratio=20%2026.05 | 55.2 | — | — | — | — | 57.7 | 98.8 | |
| PruneVidBefore LLM Retained Ratio=20%2026.05 | 54.7 | — | — | — | — | 57.1 | 97.8 | |
| PruneVidBefore LLM Retained Ratio=10%2026.05 | 54.5 | — | — | — | — | 56.6 | 96.9 | |
| VisionZipBefore LLM Retained Ratio=15%2026.05 | 54.4 | — | — | — | — | 56.7 | 97.1 | |
| EarlyTomBefore LLM Retained Ratio=15%2026.05 | 54.4 | — | — | — | — | 57.3 | 98.1 | |
| PyramidDropBefore LLM Retained Ratio=100%2026.05 | 54.1 | — | — | — | — | 56.2 | 96.2 | |
| EarlyTomBefore LLM Retained Ratio=10%2026.05 | 52.4 | — | — | — | — | 56.2 | 96.2 | |
| DyCokeBefore LLM Retained Ratio=25%2026.05 | 49.5 | — | — | — | — | 54.1 | 92.6 | |
| VisionZipBefore LLM Retained Ratio=10%2026.05 | 49.3 | — | — | — | — | 53.5 | 91.6 |