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今天的主题是：GenMAC: Compositional Text-to-Video Generation with Multi-Agent Collaboration

Summary

The paper introduces GENMAC, a novel multi-agent framework for generating complex, dynamic videos from text prompts. GENMAC uses a three-stage iterative process (DESIGN, GENERATION, REDESIGN) with specialized agents in the REDESIGN stage to verify, suggest corrections, and refine the generated video. This multi-agent approach overcomes limitations of single-agent methods in handling complex spatiotemporal relationships and object interactions. The system's effectiveness is demonstrated through quantitative and qualitative comparisons against state-of-the-art models on the T2V-CompBench benchmark, showcasing superior performance in compositional text-to-video generation. Ablation studies highlight the importance of each component within the framework.

原文链接：https://arxiv.org/abs/2412.04440