Video Generation on VBench 5s
85.08Total Score
Ours - Causal Forcing
Updated 12d ago
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
2026.04 | 85.08 | 85.96 | 81.59 | - | - | - | - | - | |
2026.04 | 84.93 | 85.41 | 83 | - | - | - | - | - | |
2026.02 | 84.87 | 86.97 | 76.47 | 96.55 | 95.82 | - | - | - | |
2026.04 | 84.8 | 85.63 | 81.49 | - | - | - | - | - | |
2026.04 | 84.62 | 85.41 | 81.47 | - | - | - | - | - | |
2026.01 | 84.53 | 85.24 | 81.69 | - | - | - | - | - | |
2026.04 | 84.47 | 85.27 | 81.28 | - | - | - | - | - | |
2026.04 | 84.4 | 85.12 | 81.53 | - | - | - | - | - | |
2025.11 | 84.39 | 62.09 | - | 95.3 | 95.01 | 64 | 99.41 | 98.12 | |
2026.02 | 84.31 | 85.07 | 81.28 | 95.98 | 96.29 | - | - | - | |
2026.02 | 84.26 | 85.3 | 80.09 | 96.96 | 95.99 | - | - | - | |
2025.12 | 84.26 | 85.3 | 80.09 | - | - | - | - | - | |
2026.04 | 84.2 | 84.74 | 82.05 | - | - | - | - | - | |
2026.01 | 84 | 84.73 | 81.03 | - | - | - | - | - | |
2025.11 | 83.98 | 65.76 | - | 95.98 | 96.29 | 60 | 98.41 | 96.77 | |
2026.01 | 83.9 | 84.63 | 80.98 | - | - | - | - | - | |
2025.11 | 83.77 | 63.08 | - | 97.2 | 97.87 | 48 | 98.72 | 98.45 | |
2026.01 | 83.47 | 84.22 | 80.47 | - | - | - | - | - | |
| 83.44 | 84.98 | 77.29 | 97.38 | 96.84 | - | - | - | ||
2025.11 | 83.35 | 66.21 | - | 96.83 | 96.07 | 48 | 98.84 | 97.57 | |
2025.11 | 83.32 | 66.55 | - | 96.52 | 97.21 | 40 | 98.71 | 97.71 | |
2025.11 | 83.19 | 66.75 | - | 96.96 | 95.99 | 44 | 98.51 | 97.45 | |
2026.04 | 83.19 | 84.42 | 78.3 | - | - | - | - | - | |
2026.01 | 83.13 | 83.64 | 81.08 | - | - | - | - | - | |
2026.02 | 83.11 | 83.79 | 80.37 | - | - | - | - | - | |
2026.04 | 82.85 | 84.06 | 78.01 | - | - | - | - | - | |
2026.01 | 82.8 | 83.28 | 80.89 | - | - | - | - | - | |
2026.04 | 82.78 | 84.39 | 76.36 | - | - | - | - | - | |
2026.04 | 82.73 | 83.65 | 79.04 | - | - | - | - | - | |
2026.01 | 82.69 | 83.46 | 79.6 | - | - | - | - | - | |
2026.02 | 82.67 | 84.7 | 74.53 | 96.83 | 96.07 | - | - | - | |
2025.11 | 82.66 | 63.77 | - | 96.09 | 96.08 | 44 | 99.35 | 98.61 | |
2026.01 | 82.63 | 83.1 | 80.73 | - | - | - | - | - | |
2026.01 | 82.59 | 82.92 | 81.26 | - | - | - | - | - | |
2026.04 | 82.41 | 83.49 | 78.06 | - | - | - | - | - | |
2026.01 | 82.35 | 82.7 | 80.92 | - | - | - | - | - | |
2025.11 | 82.31 | 64.43 | - | 95.12 | 95.96 | 48 | 98.32 | 97.3 | |
2026.01 | 81.99 | 82.72 | 79.05 | - | - | - | - | - | |
2025.11 | 81.99 | 63.6 | - | 96.83 | 95.83 | 44 | 99.45 | 99 | |
2026.02 | 81.79 | 83.27 | 75.87 | 96.34 | 95.14 | - | - | - | |
2026.02 | 81.72 | 84.74 | 69.62 | 96.09 | 96.08 | - | - | - | |
2025.12 | 81.72 | 84.74 | 69.62 | - | - | - | - | - | |
2026.02 | 81.22 | 84.08 | 69.78 | 96.11 | 96.02 | - | - | - | |
2026.02 | 81.2 | 84.05 | 69.8 | 95.12 | 95.96 | - | - | - | |
2025.12 | 81.2 | 84.05 | 69.8 | - | - | - | - | - | |
2026.04 | 81.2 | 84.05 | 69.8 | - | - | - | - | - | |
2026.02 | 80.12 | 80.39 | 79.05 | 95.16 | 93.38 | - | - | - | |
2025.12 | 80.12 | 80.39 | 79.05 | - | - | - | - | - | |
2026.01 | 80.09 | 84.26 | 80.09 | - | - | - | - | - | |
2026.02 | 80 | 82.3 | 70.79 | 95.3 | 95.01 | - | - | - | |
2025.12 | 80 | 82.3 | 70.79 | - | - | - | - | - | |
2026.02 | 79.18 | 82.04 | 67.74 | 96.83 | 95.83 | - | - | - | |
2025.12 | 79.18 | 82.04 | 67.74 | - | - | - | - | - | |
2025.11 | 79.15 | 58.19 | - | 95.16 | 93.38 | 28 | 99.08 | 98.33 | |
2026.01 | 74.53 | 82.67 | 84.7 | - | - | - | - | - | |
2026.01 | 70.79 | 82.3 | 70.79 | - | - | - | - | - | |
2026.01 | 69.8 | 81.2 | 84.05 | - | - | - | - | - | |
2026.01 | 67.74 | 79.18 | 82.04 | - | - | - | - | - |