OmniParser

OmniParser V2 : Transformer n'importe quel LLM en agent d'utilisation informatique - Microsoft Research

Introduction

Découvrez OmniParser V2, optimisé pour transformer n'importe quel LLM en agent informatique, facilitant l'automatisation des interfaces utilisateur.


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Mise à jour le:

17 févr. 2025

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OmniParser's Vue d'ensemble

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 Caractéristiques

  • 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 Q&R


OmniParser's Avantages et inconvénients

Pour

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

Cons

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

OmniParser's Cas d'utilisation

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

OmniParser's Public cible

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

OmniParser's Tarification

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

OmniParser's Analyse

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Total des visites

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    Japan7.08%
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    United Kingdom5.27%
  • 4.
    Brazil5.20%

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Statistiques mensuelles des visiteurs pour les 3 derniers mois

La tendance est à la hausse by 4.2% ce mois-ci
November - January 2025

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Social:
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Paid Referrals:
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Mail:
0.3%
Referrals:
7.5%
Search:
34.7%
Direct:
56.9%
Source dominante: Direct
56.9% du trafic total

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