4D Spatio-temporal Reasoning on VLM4D
77.31Overall Score
R4
Updated 19d ago
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2025.12 | 77.31 | 78.17 | 77.33 | 77.61 | 77.42 | 76.13 | 76.4 | - | - | - | |
2025.12 | 73.75 | 73.04 | 72.78 | 72.87 | 71.16 | 77.86 | 76.46 | - | - | - | |
2025.12 | 62 | 64.6 | 62.9 | 63.5 | 54.8 | 80 | 57.3 | - | - | - | |
2025.12 | 62 | 64.6 | 62.9 | 63.5 | 54.8 | 80 | 57.3 | - | - | - | |
2026.02 | 62 | - | - | - | - | - | - | - | 63.5 | 57.3 | |
2026.02 | 61.08 | - | - | - | - | - | - | - | 63.111 | 54.42 | |
2025.12 | 57.5 | 55.5 | 62.2 | 60 | 49.5 | 53.3 | 49.9 | - | - | - | |
2025.12 | 57.5 | 55.5 | 62.2 | 60 | 49.5 | 53.3 | 49.9 | - | - | - | |
2026.02 | 57.5 | - | - | - | - | - | - | - | 60 | 49.9 | |
2026.02 | 57.013 | - | - | - | - | - | - | - | 59.416 | 49.74 | |
2025.12 | 54.1 | 48.6 | 56.2 | 53.7 | 53.3 | 75.6 | 55.5 | - | - | - | |
2025.12 | 54.1 | 48.6 | 56.2 | 53.7 | 53.3 | 75.6 | 55.5 | - | - | - | |
2025.12 | 53.6 | 52.6 | 54.3 | 53.8 | 53.3 | 51.1 | 53 | - | - | - | |
2025.12 | 53.6 | 52.6 | 54.3 | 53.8 | 53.3 | 51.1 | 53 | - | - | - | |
2025.12 | 53 | 54.3 | 52.5 | 53.1 | 49.5 | 80 | 52.6 | - | - | - | |
2025.12 | 53 | 54.3 | 52.5 | 53.1 | 49.5 | 80 | 52.6 | - | - | - | |
2026.02 | 53 | - | - | - | - | - | - | - | 53.1 | 52.6 | |
2026.02 | 52.2 | - | - | - | - | - | - | - | 52.1 | 52.4 | |
2025.12 | 51.3 | 52.6 | 52.1 | 52.2 | 44 | 86.7 | 48.3 | - | - | - | |
2025.12 | 51.3 | 52.6 | 52.1 | 52.2 | 44 | 86.7 | 48.3 | - | - | - | |
2025.12 | 50.7 | 57.2 | 50.5 | 52.7 | 44.3 | 46.7 | 44.5 | - | - | - | |
2025.12 | 50.7 | 57.2 | 50.5 | 52.7 | 44.3 | 46.7 | 44.5 | - | - | - | |
2026.02 | 50.7 | - | - | - | - | - | - | - | 52.7 | 44.5 | |
2026.02 | 46.52 | - | - | - | - | - | - | - | 49.56 | 37.38 | |
2026.02 | 43.8 | - | - | - | - | - | - | - | 43.3 | 45.6 | |
2026.02 | 36.2 | - | - | - | - | - | - | - | 38.2 | 29.9 | |
2026.02 | 33.92 | - | - | - | - | - | - | - | 36.9 | 24.75 | |
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 | - | - | |
2026.03 | - | - | - | - | - | - | - | 64.6 | - | - | |
2026.03 | - | - | - | - | - | - | - | 55.5 | - | - | |
2026.03 | - | - | - | - | - | - | - | 52.6 | - | - | |
2026.03 | - | - | - | - | - | - | - | 48.8 | - | - | |
2026.03 | - | - | - | - | - | - | - | 37.1 | - | - | |
2026.03 | - | - | - | - | - | - | - | 42.3 | - | - | |
2026.03 | - | - | - | - | - | - | - | 35.6 | - | - | |
2026.03 | - | - | - | - | - | - | - | 36.8 | - | - | |
2026.03 | - | - | - | - | - | - | - | 46.8 | - | - | |
2026.03 | - | - | - | - | - | - | - | 49.6 | - | - |