SkeleGuide: Explicit Skeleton Reasoning for Context-Aware Human-in-Place Image Synthesis

Researchers introduce SkeleGuide, a new AI framework that uses explicit skeletal reasoning to generate more realistic human images in existing scenes. The system addresses common issues like distorted limbs and unnatural poses by incorporating structural priors based on human skeletal structure.

• →SkeleGuide uses explicit skeletal reasoning to improve human image synthesis quality and structural integrity.
• →The framework includes PoseInverter module for fine-grained user control over pose generation.
• →Current generative models struggle with realistic human placement due to inability to reason over skeletal structure.
• →Extensive experiments show SkeleGuide outperforms both specialized and general-purpose image generation models.
• →The research demonstrates that explicit skeletal modeling is fundamental for robust human image synthesis.