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COSMI: COmpositional Synthesis of Multi-object Interactions

· HF Daily Papers ·
COSMI builds multi-object human interaction data by composing single-object captures into plausible combined actions.

The paper argues that most capture datasets miss everyday multi-object activity because recording combinations is too expensive. COSMI reuses contact-consistent single-object clips, mirrors and transfers them across bodies, then filters pairings with language-model and geometric checks. The resulting dataset has 222,000 sequences and 275 hours with up to five objects. A text-to-interaction diffusion transformer trained on it generalizes to unseen object and interaction combinations, outperforming baselines on text alignment and contact accuracy. HF Daily Papers' note

score 4

Categories: Research