Audience

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

About OmniParser

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.

Integrations

Ratings/Reviews

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

Company Information

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

Videos and Screen Captures

OmniParser Screenshot 1
Other Useful Business Software
Our Free Plans just got better! | Auth0 Icon
Our Free Plans just got better! | Auth0

With up to 25k MAUs and unlimited Okta connections, our Free Plan lets you focus on what you do best—building great apps.

You asked, we delivered! Auth0 is excited to expand our Free and Paid plans to include more options so you can focus on building, deploying, and scaling applications without having to worry about your security. Auth0 now, thank yourself later.
Try free now

Product Details

Platforms Supported
Cloud
Training
Documentation
Videos
Support
Online

OmniParser Frequently Asked Questions

Q: What kinds of users and organization types does OmniParser work with?
Q: What languages does OmniParser support in their product?
Q: What kind of support options does OmniParser offer?
Q: What type of training does OmniParser provide?

OmniParser Product Features

OmniParser Additional Categories