StyleForge：基于超图反事实推理的室内家具风格搭配
原标题：StyleForge: Indoor Furniture Styling by Counterfactual Reasoning in a Hypergraph Field
AI 摘要
StyleForge 是一个用于固定布局室内家具风格搭配的框架，它利用动态超图风格场和反事实推理来确保家具在形状、材质和颜色上的协调。该方法通过多模态大语言模型提取风格先验，并在推理时通过测试时训练优化候选选择。在 3D-FRONT 数据集上的实验表明，StyleForge 在家具检索和场景级风格一致性方面优于现有基线。
正文节选
StyleForge: Indoor Furniture Styling by Counterfactual Reasoning in a Hypergraph Field Abstract Fixed-layout indoor furniture styling requires selecting assets that form a coherent room without changing the prescribed furniture categories, positions, orientations, or scales. Existing approaches typically retrieve each asset independently or rely on static local relations, making them prone to shape, material, and color conflicts after scene composition. We introduce StyleForge, a scene-level str