This is the Windows app named OmniParser whose latest release can be downloaded as v.2.0.1sourcecode.zip. It can be run online in the free hosting provider OnWorks for workstations.
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SCREENSHOTS
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OmniParser
DESCRIPTION
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.
Features
- Parse user interface screenshots into structured and easy-to-understand elements
- Examples available
- Enhances the ability of GPT-4V to generate actions that can be accurately grounded in the corresponding regions of the interface
- Ensure you have the V2 weights downloaded in weights folder
- Model Weights License
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/omniparser-microsoft.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
