4D Spatio-temporal Reasoning on VLM4D
78.17Ego-C Accuracy
R4
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
2025.12 | 78.17 | 77.33 | 77.61 | 77.42 | 76.13 | 76.4 | 77.31 | - | |
2025.12 | 73.04 | 72.78 | 72.87 | 71.16 | 77.86 | 76.46 | 73.75 | - | |
2025.12 | 64.6 | 62.9 | 63.5 | 54.8 | 80 | 57.3 | 62 | - | |
2025.12 | 64.6 | 62.9 | 63.5 | 54.8 | 80 | 57.3 | 62 | - | |
2025.12 | 57.2 | 50.5 | 52.7 | 44.3 | 46.7 | 44.5 | 50.7 | - | |
2025.12 | 57.2 | 50.5 | 52.7 | 44.3 | 46.7 | 44.5 | 50.7 | - | |
2025.12 | 55.5 | 62.2 | 60 | 49.5 | 53.3 | 49.9 | 57.5 | - | |
2025.12 | 55.5 | 62.2 | 60 | 49.5 | 53.3 | 49.9 | 57.5 | - | |
2025.12 | 54.3 | 52.5 | 53.1 | 49.5 | 80 | 52.6 | 53 | - | |
2025.12 | 54.3 | 52.5 | 53.1 | 49.5 | 80 | 52.6 | 53 | - | |
2025.12 | 52.6 | 52.1 | 52.2 | 44 | 86.7 | 48.3 | 51.3 | - | |
2025.12 | 52.6 | 54.3 | 53.8 | 53.3 | 51.1 | 53 | 53.6 | - | |
2025.12 | 52.6 | 52.1 | 52.2 | 44 | 86.7 | 48.3 | 51.3 | - | |
2025.12 | 52.6 | 54.3 | 53.8 | 53.3 | 51.1 | 53 | 53.6 | - | |
2025.12 | 48.6 | 56.2 | 53.7 | 53.3 | 75.6 | 55.5 | 54.1 | - | |
2025.12 | 48.6 | 56.2 | 53.7 | 53.3 | 75.6 | 55.5 | 54.1 | - | |
2025.12 | - | - | - | - | - | - | - | 54.7 | |
2025.12 | - | - | - | - | - | - | - | 50.5 | |
2025.12 | - | - | - | - | - | - | - | 51.8 | |
2025.12 | - | - | - | - | - | - | - | 51.9 | |
2025.12 | - | - | - | - | - | - | - | 52.9 | |
2025.12 | - | - | - | - | - | - | - | 49 | |
2025.12 | - | - | - | - | - | - | - | 52.4 | |
2025.12 | - | - | - | - | - | - | - | 49.1 | |
2025.12 | - | - | - | - | - | - | - | 41.7 | |
2025.12 | - | - | - | - | - | - | - | 44.9 |