Lingqiao Liu

VTOS: Learning to Orchestrate Vision Tools by Co-Searching Solutions and Observers

This work introduces VTOS (Vision Tools Orchestration Search), a framework for adaptive visual tool orchestration through joint solution-observer search that outperforms static tool pipelines and agentic visual-programming baselines in complex settings such as dense, occluded scenes and out-of-distribution segmentation...