Egocentric Video Understanding on EgoSchema (Efficiency Measured)
61.2EgoSchema ScoreHoliTom
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HoliTomBefore LLM Retained Ratio=25%2026.05 | 61.2 | — | — | — | — | 58.8 | 100.7 | |
| HoliTomBefore LLM Retained Ratio=15%2026.05 | 61.2 | — | — | — | — | 58.2 | 99.7 | |
| HoliTomBefore LLM Retained Ratio=10%2026.05 | 61.2 | — | — | — | — | 57.9 | 99.1 | |
| HoliTomBefore LLM Retained Ratio=20%2026.05 | 61 | — | — | — | — | 58.8 | 100.7 | |
| EarlyTomBefore LLM Retained Ratio=20%2026.05 | 60.6 | — | — | — | — | 58.1 | 99.3 | |
| EarlyTomBefore LLM Retained Ratio=25%2026.05 | 60.5 | — | — | — | — | 58.2 | 99.7 | |
| LLaVA-OV-7BBefore LLM Retained Ratio=100%2026.05 | 60.4 | — | — | — | — | 58.4 | 100 | |
| VisionZipBefore LLM Retained Ratio=25%2026.05 | 60.3 | — | — | — | — | 58.2 | 99.7 | |
| EarlyTomBefore LLM Retained Ratio=15%2026.05 | 60.2 | — | — | — | — | 57.3 | 98.1 | |
| EarlyTomBefore LLM Retained Ratio=10%2026.05 | 60.1 | — | — | — | — | 56.2 | 96.2 | |
| PruneVidBefore LLM Retained Ratio=25%2026.05 | 59.9 | — | — | — | — | 57.6 | 98.6 | |
| VisionZipBefore LLM Retained Ratio=20%2026.05 | 59.8 | — | — | — | — | 57.7 | 98.8 | |
| VisionZipBefore LLM Retained Ratio=15%2026.05 | 59.8 | — | — | — | — | 56.7 | 97.1 | |
| PruneVidBefore LLM Retained Ratio=10%2026.05 | 59.8 | — | — | — | — | 56.6 | 96.9 | |
| PruneVidBefore LLM Retained Ratio=20%2026.05 | 59.7 | — | — | — | — | 57.1 | 97.8 | |
| PruneVidBefore LLM Retained Ratio=15%2026.05 | 59.7 | — | — | — | — | 57.1 | 97.8 | |
| DyCokeBefore LLM Retained Ratio=25%2026.05 | 59.5 | — | — | — | — | 54.1 | 92.6 | |
| FastVIDBefore LLM Retained Ratio=25%2026.05 | 58.2 | — | — | — | — | 57.3 | 98.1 | |
| PyramidDropBefore LLM Retained Ratio=100%2026.05 | 58 | — | — | — | — | 56.2 | 96.2 | |
| VisionZipBefore LLM Retained Ratio=10%2026.05 | 58 | — | — | — | — | 53.5 | 91.6 | |
| FastVIDBefore LLM Retained Ratio=20%2026.05 | 57.9 | — | — | — | — | 57.3 | 98.1 | |
| FastVBefore LLM Retained Ratio=100%2026.05 | 57.5 | — | — | — | — | 56.5 | 96.7 | |
| FastVIDBefore LLM Retained Ratio=15%2026.05 | 57.4 | — | — | — | — | 56.8 | 97.3 | |
| FastVIDBefore LLM Retained Ratio=10%2026.05 | 56.5 | — | — | — | — | 56.5 | 96.7 |