First-person dynamic spatial reasoning on VSI-Bench and UrbanVideo-Bench (remaining tasks)
38.16Average AccuracyEvent Cascade Pruning
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Event Cascade PruningRetaining Ratio=50%2026.05 | 38.16 | 63.16 | 69.7 | 24.5 | 54.36 | 34.14 | 32.21 | 48.73 | |
| Event Cascade PruningRetaining Ratio=70%2026.05 | 37.78 | 65.79 | 69.7 | 24.32 | 52.7 | 33.94 | 31.54 | 50 | |
| Event Cascade PruningRetaining Ratio=20%2026.05 | 37.62 | 73.68 | 72.73 | 23.05 | 54.36 | 36.95 | 30.2 | 52.12 | |
| DEPRetaining Ratio=70%2026.05 | 36.88 | 68.4 | 69.7 | 24.28 | 53.5 | 36.55 | 28.9 | 41.5 | |
| DivPruneRetaining Ratio=50%2026.05 | 36.77 | 63.16 | 69.7 | 24.05 | 53.53 | 36.14 | 29.53 | 46.61 | |
| PDropRetaining Ratio=70%2026.05 | 36.73 | 65.79 | 69.7 | 23.85 | 53.53 | 35.54 | 30.87 | 44.49 | |
| DTDRetaining Ratio=50%2026.05 | 36.55 | 63.16 | 69.7 | 24.17 | 53.11 | 35.14 | 29.53 | 47.03 | |
| VTWRetaining Ratio=70%2026.05 | 36.45 | 65.79 | 69.7 | 23.97 | 51.45 | 35.14 | 30.2 | 42.8 | |
| DTDRetaining Ratio=70%2026.05 | 36.36 | 63.16 | 69.7 | 24.01 | 51.45 | 35.74 | 29.53 | 46.61 | |
| OriginalRetaining Ratio=100%2026.05 | 36.31 | 65.79 | 69.7 | 23.05 | 51.43 | 34.74 | 29.53 | 45.23 | |
| FastVRetaining Ratio=70%2026.05 | 36.28 | 65.79 | 69.7 | 23.47 | 51.87 | 34.54 | 28.86 | 44.49 | |
| DivPruneRetaining Ratio=70%2026.05 | 36.16 | 65.79 | 69.7 | 23.53 | 52.28 | 35.14 | 30.87 | 42.8 | |
| BTPRetaining Ratio=70%2026.05 | 35.95 | 65.79 | 69.7 | 23.31 | 51.45 | 34.14 | 28.19 | 44.49 | |
| FastVRetaining Ratio=50%2026.05 | 35.67 | 65.79 | 66.67 | 22.14 | 50.21 | 34.74 | 30.2 | 47.46 | |
| PDropRetaining Ratio=50%2026.05 | 35.67 | 65.79 | 69.7 | 22.16 | 50.62 | 34.74 | 28.86 | 45.76 | |
| DTDRetaining Ratio=20%2026.05 | 35.37 | 65.79 | 72.73 | 22.58 | 52.28 | 33.53 | 29.53 | 47.88 | |
| BTPRetaining Ratio=50%2026.05 | 35.09 | 65.79 | 69.7 | 22.2 | 49.38 | 34.14 | 30.2 | 43.64 | |
| DivPruneRetaining Ratio=20%2026.05 | 34.4 | 60.53 | 66.67 | 20.33 | 49.79 | 35.74 | 27.52 | 51.27 | |
| VTWRetaining Ratio=50%2026.05 | 33.84 | 68.42 | 72.73 | 22.44 | 49.38 | 34.74 | 30.87 | 38.98 | |
| BTPRetaining Ratio=20%2026.05 | 33.34 | 65.79 | 66.67 | 19.95 | 51.87 | 34.74 | 30.2 | 47.88 | |
| DEPRetaining Ratio=50%2026.05 | 33.28 | 71.1 | 72.7 | 21.18 | 49 | 35.14 | 30.2 | 36.5 | |
| PDropRetaining Ratio=20%2026.05 | 33.12 | 63.16 | 66.67 | 21.5 | 53.53 | 32.53 | 31.54 | 48.31 | |
| FastVRetaining Ratio=20%2026.05 | 32.64 | 57.89 | 63.64 | 22.79 | 47.72 | 32.73 | 34.23 | 49.58 | |
| VTWRetaining Ratio=20%2026.05 | 30.5 | 42.11 | 54.55 | 12.14 | 47.72 | 35.54 | 30.2 | 41.95 | |
| DEPRetaining Ratio=20%2026.05 | 29.95 | 42.1 | 51.5 | 11.11 | 44.1 | 37.35 | 30.9 | 42.3 |