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Paper · arXiv

BUMP: Body-driven Unified Multi-object Physics for HOI Synthesis

Generating human-object interactions (HOIs) with multiple objects is challenging because the resulting motions arise from different underlying causes. Human motion reflects semantic intent, intentionally manipulated objects must remain coordinated with the human, while surrounding objects move primarily as physical consequences of contact and collision. We present BUMP, a text-driven framework for multi-object HOI generation based on a simple principle: learn intentional motion and simulate physical consequences. Our method first generates full-body human motion from text and scene context, then predicts trajectories for a small number of intentionally manipulated driver objects condition...

AuthorsWonjung Woo, Hyeonwoo Kim, Hanbyul Joo
Primary categorycs.CV
Published19 October 2026
Last updated at source19 October 2026
cs.CV
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