Fine-grained Video Understanding on EventHallusion
64.06Binary AccuracyHolitom+SToP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Holitom+SToPRetention Ratio=15%2026.04 | 64.06 | 37.42 | 2.78 | |
| HolitomRetention Ratio=20%2026.04 | 63.57 | 35.76 | 2.41 | |
| Holitom+SToPRetention Ratio=20%2026.04 | 63.57 | 38.41 | 1.84 | |
| VanillaRetention Ratio=100%2026.04 | 63.33 | 38.74 | — | |
| HolitomRetention Ratio=15%2026.04 | 63.08 | 36.42 | 3.52 | |
| FastVid+SToPRetention Ratio=20%2026.04 | 62.59 | 37.75 | 2.61 | |
| VisionZip+SToPRetention Ratio=20%2026.04 | 62.59 | 37.42 | 3.66 | |
| Holitom+SToPRetention Ratio=10%2026.04 | 62.59 | 39.74 | 4.8 | |
| VisionZip+SToPRetention Ratio=15%2026.04 | 61.61 | 38.08 | 4.36 | |
| FastVid+SToPRetention Ratio=15%2026.04 | 60.88 | 40.73 | 3.42 | |
| HolitomRetention Ratio=10%2026.04 | 60.88 | 36.75 | 6.22 | |
| VisionZip+SToPRetention Ratio=10%2026.04 | 60.39 | 36.09 | 6.87 | |
| FastVid+SToPRetention Ratio=10%2026.04 | 60.15 | 36.75 | 6.32 | |
| PruneVidRetention Ratio=20%2026.04 | 60.04 | 32.45 | 5.74 | |
| VisionZipRetention Ratio=20%2026.04 | 58.44 | 35.76 | 4.85 | |
| PruneVidRetention Ratio=15%2026.04 | 58.44 | 35.1 | 5.68 | |
| VisionZipRetention Ratio=15%2026.04 | 58.44 | 34.44 | 7.87 | |
| PruneVidRetention Ratio=10%2026.04 | 56.72 | 32.12 | 9.22 | |
| FastVidRetention Ratio=20%2026.04 | 55.99 | 37.09 | 8.21 | |
| FastVidRetention Ratio=15%2026.04 | 52.57 | 30.46 | 12.3 | |
| VisionZipRetention Ratio=10%2026.04 | 50.37 | 28.15 | 16.79 | |
| FastVidRetention Ratio=10%2026.04 | 49.63 | 31.46 | 15.69 |