OmniParser

OmniParser V2: Microsoft's LLM-powered GUI Agent

导言

OmniParser V2: Turn any LLM into a computer use agent. Higher accuracy & faster inference than previous versions. State-of-the-art accuracy on ScreenSpot Pro benchmark. Get the code on GitHub!


社交和电子邮件:

更新日期:

2025年2月17日

每月访客数:

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1.2B

联盟计划:

No

OmniParser's 概述

OmniParser V2 is an advanced tool developed by Microsoft Research that transforms any large language model (LLM) into a computer use agent, specifically for GUI automation. It enhances the ability of LLMs to understand and interact with user interfaces by converting UI screenshots into structured elements. This allows for accurate action prediction and execution. OmniParser V2 improves upon its predecessor by offering higher accuracy in detecting smaller interactable elements and faster inference speeds, reducing latency by 60%. It is trained with extensive interactive element detection data and icon functional caption data, achieving state-of-the-art accuracy on the ScreenSpot Pro benchmark. OmniParser V2 is integrated with OmniTool, a dockerized Windows system, enabling compatibility with various LLMs like OpenAI, DeepSeek, Qwen, and Anthropic. The tool adheres to Microsoft's AI principles, ensuring responsible AI practices and risk mitigation strategies are in place.


OmniParser's 特点

  • Transforms LLMs into GUI agents

  • High accuracy in detecting small elements

  • Fast inference with 60% reduced latency

  • Integration with multiple LLMs

  • Adheres to responsible AI practices

  • Open-source availability

  • Supports GUI automation

  • Trained with extensive data


OmniParser's 问答


OmniParser's 优点和缺点

优点

  • High accuracy in element detection
  • Fast inference speeds
  • Open-source and free to use
  • Compatible with multiple LLMs
  • Adheres to responsible AI practices

缺点

  • Requires technical expertise to implement
  • Limited to GUI automation
  • Dependent on LLM compatibility

OmniParser's 使用案例

  • GUI automation
  • Screen understanding
  • Action prediction and execution
  • Interactive element detection

OmniParser's 目标受众

  • Software developers
  • AI researchers
  • Tech companies
  • UI/UX designers

OmniParser's 定价

OmniParser V2 is available as open-source code on GitHub, allowing free access to its features and capabilities.

OmniParser's 分析

网站概述

关键性能指标 microsoft.com

跳出率

44.60%

页面/访问

3.39

总访问量

1,231,713,766

现场时间

3m 27s

全球排名

#35

国家排名

#45

顶级地区

按国家分列的交通流量分布情况

  • 1.
    United States20.88%
  • 2.
    Japan7.08%
  • 3.
    United Kingdom5.27%
  • 4.
    Brazil5.20%

游客总数

过去 3 个月的每月访客统计

发展趋势 by 4.2% 本月
November - January 2025

流量来源

流量来源分布

Social:
0.5%
Paid Referrals:
0.2%
Mail:
0.3%
Referrals:
7.5%
Search:
34.7%
Direct:
56.9%
主要来源: Direct
56.9% 占总流量的百分比

OmniParser's 替代品