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HSGG: Training-Free Hierarchical Scene Graph Generation with Geometry-Guided Relation Reasoning

Scene Graph Generation (SGG) connects visual perception with structured reasoning, but is limited by scarce annotations and the long-tailed distribution of relational predicates. Training-free methods based on vision-language models (VLMs) reduce supervision requirements, yet often rely on flat grap…