- Organization & Automation
- 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.
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
Aperçu du site web
Principaux indicateurs de performance pour microsoft.com
Taux de rebond
44.60%
Pages / Visite
3.39
Total des visites
1,231,713,766
Temps passé sur place
3m 27s
Classement mondial
#35
Rang du pays
#45
Principales régions
Répartition du trafic par pays
- 1.United States20.88%
- 2.Japan7.08%
- 3.United Kingdom5.27%
- 4.Brazil5.20%
Total des visiteurs
Statistiques mensuelles des visiteurs pour les 3 derniers mois
Sources de trafic
Répartition des sources de trafic