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Prompt-to-Effect Video Generation on IID Effects
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25.1
CLIP Score
Prompt2Effect
22.2296
22.9748
23.72
24.4652
Jun 11, 2026
CLIP Score
Aesthetic Quality
Effect Execution
Context Preservation
Temporal Quality
Overall VLM Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
CLIP Score
Aesthetic Quality
Effect Execution
Context Preservation
Temporal Quality
Overall VLM Score
Prompt2Effect
Inference Mode=Zero-shot
2026.06
25.1
56.3
27.89
15.34
13.7
56.93
LoRA
Inference Mode=Per-eff...
2026.06
25.06
57.6
27.68
15.82
14.07
57.57
Baseline
Model Type=Base I2V model
2026.06
24.23
53.36
15.99
14.21
12.37
42.57
HyperDreambooth
Inference Mode=Zero-shot
2026.06
22.34
35.3
0
0
0
0
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