YangLing0818/RPG-DiffusionMaster
[ICML 2024] Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs (RPG)
Training-free framework that leverages multimodal LLMs (GPT-4, Gemini-Pro, DeepSeek-R1, o1) as prompt recaptioners and regional planners, combined with regional diffusion to decompose complex text prompts into spatially-aware generation tasks. Supports both proprietary and open-source LLM backbones with multiple diffusion models (SD v1.5, SDXL, IterComp) via the Hugging Face diffusers library, enabling high-resolution compositional image generation without additional training. Flexible architecture that generalizes across arbitrary MLLM and diffusion model combinations for improved text-to-image fidelity on complex multi-object scenes.
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Feb 01, 2025
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