Fine-grained Video Understanding on VideoComp
71.04Action AccuracyHolitom+SToP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Holitom+SToPRetention Ratio=20%2026.04 | 71.04 | 70.66 | 1.84 | |
| HolitomRetention Ratio=20%2026.04 | 70.78 | 70.95 | 2.41 | |
| PruneVidRetention Ratio=20%2026.04 | 70.58 | 70.52 | 5.74 | |
| FastVid+SToPRetention Ratio=20%2026.04 | 70.3 | 71.12 | 2.61 | |
| VisionZip+SToPRetention Ratio=20%2026.04 | 70.18 | 70.78 | 3.66 | |
| Holitom+SToPRetention Ratio=15%2026.04 | 70.18 | 70.61 | 2.78 | |
| VanillaRetention Ratio=100%2026.04 | 70.06 | 70.95 | — | |
| HolitomRetention Ratio=15%2026.04 | 69.82 | 70.01 | 3.52 | |
| PruneVidRetention Ratio=15%2026.04 | 69.58 | 70.18 | 5.68 | |
| VisionZipRetention Ratio=20%2026.04 | 69.46 | 69.49 | 4.85 | |
| FastVid+SToPRetention Ratio=15%2026.04 | 69.46 | 70.61 | 3.42 | |
| Holitom+SToPRetention Ratio=10%2026.04 | 69.24 | 69.1 | 4.8 | |
| VisionZip+SToPRetention Ratio=15%2026.04 | 68.38 | 69.84 | 4.36 | |
| HolitomRetention Ratio=10%2026.04 | 68.38 | 68.98 | 6.22 | |
| FastVid+SToPRetention Ratio=10%2026.04 | 68.38 | 69.75 | 6.32 | |
| PruneVidRetention Ratio=10%2026.04 | 68.26 | 68.38 | 9.22 | |
| VisionZipRetention Ratio=15%2026.04 | 67.78 | 68.29 | 7.87 | |
| VisionZip+SToPRetention Ratio=10%2026.04 | 67.78 | 68.89 | 6.87 | |
| VisionZipRetention Ratio=10%2026.04 | 65.39 | 64.61 | 16.79 | |
| FastVidRetention Ratio=20%2026.04 | 60.72 | 59.81 | 8.21 | |
| FastVidRetention Ratio=15%2026.04 | 60 | 59.04 | 12.3 | |
| FastVidRetention Ratio=10%2026.04 | 57.37 | 58.1 | 15.69 |