Reproduce “Ponder & Press: Advancing Visual GUI Agent towards General Computer Control” on OpenResearch
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About this paper
Yiqin Wang, Haoji Zhang, Jingqi Tian, Yansong Tang
Ponder & Press is a framework for purely visual computer control, separating GUI automation into high-level instruction interpretation and precise visual element localization. The approach demonstrates improved performance across various benchmarks, including a 22.5% higher accuracy on the ScreenSpot GUI grounding benchmark and a 9.8% increase in step success rate on the Multimodal-Mind2Web benchmark.
Key insights
- Decomposing GUI automation into distinct instruction interpretation and visual localization stages allows for specialized optimization and improved performance in each area.
- Mimicking human GUI interaction patterns, which separate cognitive understanding from visual motor execution, is an effective strategy for designing autonomous agents.
- Relying solely on visual input for GUI control removes dependencies on platform-specific structured data, enabling universal applicability across diverse software environments.
Summary by alphaXiv.
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