Research · Video Editing
EffectMaker
Zero-shot visual effects generation from reference VFX videos without per-effect fine-tuning. Dual-Path Guidance combining MLLM semantic understanding with DiT in-context learning. Introduces EffectData: 120K videos across 3K VFX categories.
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