Prompt-to-Video Effect Generation on OOD Effects
25.82CLIP ScoreInit-100
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Init-100Evaluation Protocol=Fast adaptation, Optimization Steps=1002026.06 | 25.82 | 56.85 | 26.89 | 15.65 | 13.79 | 56.33 | |
| LoRA (1000 step)Evaluation Protocol=Per-effect optimization, Optimization Steps=10002026.06 | 25.73 | 56.66 | 26.94 | 15.85 | 13.91 | 56.7 | |
| Init-50Evaluation Protocol=Fast adaptation, Optimization Steps=502026.06 | 25.57 | 56.06 | 26.14 | 15.51 | 13.23 | 54.89 | |
| LoRA-100Evaluation Protocol=Per-effect optimization, Optimization Steps=1002026.06 | 25.11 | 56.5 | 24.66 | 14.7 | 12.91 | 52.28 | |
| Prompt2EffectEvaluation Protocol=Zero-shot2026.06 | 23.52 | 53.44 | 20.5 | 15.42 | 12.95 | 48.87 | |
| BaselineEvaluation Protocol=Zero-shot2026.06 | 23.17 | 52.26 | 15.24 | 14.78 | 12.44 | 42.46 | |
| HyperDreamboothEvaluation Protocol=Zero-shot2026.06 | 22.36 | 36.57 | 0 | 0 | 0 | 0 |