ScreenSuite — Comprehensive GUI Agent Benchmark Suite

AI Impact Summary

ScreenSuite provides a comprehensive benchmarking suite specifically designed for evaluating Vision Language Models (VLMs) across various GUI agentic capabilities, including perception, grounding, single-step actions, and multi-step agentic environments. The suite’s unique vision-only approach, leveraging Dockerized Ubuntu and Android environments and the smolagents framework, offers a more realistic and challenging evaluation compared to benchmarks relying on accessibility trees. This allows for a deeper understanding of VLM performance in real-world GUI interactions.