OmniParser

OmniParser

Microsoft
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+

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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.

About

Get a Logo, Favicon, Banner, OG Image, and Social Media Graphics customized to your project, in minutes. 1/ Startup Visuals Pack Generator Get all the graphics in minutes, customized to your business style. ✔️ Logo ✔️ Favicon ✔️ Banner / OG image for social media ✔️ Social Media Graphics 2/ Beautiful Screenshots Editor Create outstanding Screenshots with all the paddings, rounded corners, backgrounds, etc. ✔️ 1000+ icons ✔️ 200+ backgrounds ✔️ Easy to customize ✔️ Reusable Templates and Presets ✅ No design skills required. Stop wasting time on next Startup Visuals and focus your mind on actually building the business 😉

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Researchers in need of a tool to enhance AI agents' interaction with graphical user interfaces through advanced screen parsing techniques

Audience

Startup Founders

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

$19
A one-time payment to access StartupUtils at any time. The pro plan for $29 offers unlimited visuals.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Microsoft
Founded: 1975
United States
microsoft.github.io/OmniParser/

Company Information

StartupUtils
Founded: 2024
Poland
startuputils.com

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Categories

Categories

Integrations

Cua
GPT-4

Integrations

Cua
GPT-4
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