Amap Tech

Aug 18, 2025 · Artificial Intelligence

How Omni-Effects Enables Spatially Controllable Multi‑VFX Generation with LoRA‑MoE

Omni-Effects introduces a unified framework that combines LoRA‑based expert mixture models and spatially aware prompts to generate multiple, precisely placed visual effects in video, supported by the new Omni‑VFX dataset and evaluation suite, demonstrating superior spatial control and diversity over prior single‑effect methods.