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PDA++ is proposed, a unified environment-aware object insertion framework organized as Plan, Decouple, and Assimilate that introduces a pose-conditioned background that provides precise spatial guidance together with target-scene context, allowing the reference object to preserve its identity while adapting to the target observation.
