Embodied Zero-shot Video Generation on EZS-Bench
78.05Quality ScoreKling 2.6 Pro
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Kling 2.6 Pro2026.06 | 78.05 | 80.72 | 79.39 | |
| Cosmos3-Nano (ft)Evaluation Protocol=vanilla finetuning2026.06 | 77.42 | 83.16 | 80.29 | |
| PF-CosmosFramework=PhysisForcing2026.06 | 76.95 | 85.2 | 81.08 | |
| Abot-PhysWorld2026.06 | 76.94 | 83.66 | 80.3 | |
| Wan2.2-I2V-A14B2026.06 | 76.89 | 77.42 | 77.16 | |
| PF-WanFramework=PhysisForcing2026.06 | 76.58 | 84.49 | 80.54 | |
| Wan2.2-I2V-A14B (ft)Evaluation Protocol=vanilla finetuning2026.06 | 76.12 | 81.95 | 79.04 | |
| WoW-Wan 14B2026.06 | 76.09 | 79.51 | 77.8 | |
| UnifoLM-WMA-02026.06 | 73.55 | 52.32 | 62.94 | |
| GigaWorld-02026.06 | 72.72 | 78.26 | 75.49 | |
| Cosmos-Predict 2.52026.06 | 70.89 | 76.98 | 73.94 |