OmniParserMicrosoft
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About
Dynamiq is a platform built for engineers and data scientists to build, deploy, test, monitor and fine-tune Large Language Models for any use case the enterprise wants to tackle.
Key features:
🛠️ Workflows: Build GenAI workflows in a low-code interface to automate tasks at scale
🧠 Knowledge & RAG: Create custom RAG knowledge bases and deploy vector DBs in minutes
🤖 Agents Ops: Create custom LLM agents to solve complex task and connect them to your internal APIs
📈 Observability: Log all interactions, use large-scale LLM quality evaluations
🦺 Guardrails: Precise and reliable LLM outputs with pre-built validators, detection of sensitive content, and data leak prevention
📻 Fine-tuning: Fine-tune proprietary LLM models to make them your own
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About
OmniParser is a comprehensive method for parsing user interface screenshots into structured elements, significantly enhancing the ability of multimodal models like GPT-4 to generate actions accurately grounded in corresponding regions of the interface. It reliably identifies interactable icons within user interfaces and understands the semantics of various elements in a screenshot, associating intended actions with the correct screen regions. To achieve this, OmniParser curates an interactable icon detection dataset containing 67,000 unique screenshot images labeled with bounding boxes of interactable icons derived from DOM trees. Additionally, a collection of 7,000 icon-description pairs is used to fine-tune a caption model that extracts the functional semantics of detected elements. Evaluations on benchmarks such as SeeClick, Mind2Web, and AITW demonstrate that OmniParser outperforms GPT-4V baselines, even when using only screenshot inputs without additional information.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
|
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Audience
Heads of: Data Science, Engineering, Innovation at big enterprise companies
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Audience
Researchers in need of a tool to enhance AI agents' interaction with graphical user interfaces through advanced screen parsing techniques
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and VideosNo images available
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Screenshots and Videos |
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Pricing
$125/month
Free Version
Free Trial
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Pricing
No information available.
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationDynamiq
Founded: 2024
United States
www.getdynamiq.ai/
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Company InformationMicrosoft
Founded: 1975
United States
microsoft.github.io/OmniParser/
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Categories |
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Integrations
GPT-4
c/ua
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