IMPACT-HOI introduces a supervisory control framework for constructing partial HOI event graphs in procedural videos via trust-calibrated automation and atomic rollback to reduce manual annotation effort while preserving human decisions.
Assembly101: A large- scale multi-view video dataset for understanding procedural activities
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IMPACT-HOI: Supervisory Control for Onset-Anchored Partial HOI Event Construction
IMPACT-HOI introduces a supervisory control framework for constructing partial HOI event graphs in procedural videos via trust-calibrated automation and atomic rollback to reduce manual annotation effort while preserving human decisions.