--- license: apache-2.0 --- # GUI Grounding Pre-training Data for OS-ATLAS This document describes the acquisition of the pre-training data used by OS-ATLAS. **Notes:** In GUI grounding data, the position of the target element is recorded in the `bbox` key, represented by `[left, top, right, bottom]`. Each value is a [0, 1] decimal number indicating the ratio of the corresponding position to the width or height of the image. The data we released is divided into three domains: mobile, desktop and web. All annotation data is stored in JSON format and each sample contains: * `img_filename`: the interface screenshot file * `instruction`: human instruction * `bbox`: the bounding box of the target element corresponding to instruction Some data also contains a `data_type`, which records the type of an element in its structured information, if it can be obtained. ### Mobile data This part of data is stored under the *mobile_domain* directory. Our mobile grounding data consists of four parts. #### AMEX Android Multi-annotation EXpo (AMEX) is a comprehensive, large-scale dataset designed for generalist mobile GUI-control agents [1]. The annotation data is stored in -'amex_raw.json' Due to the single file size limitation of Hugging Face datasets, we stored the Amex images in *zip* format and split them into several sub-files. - `amex_images_part_aa` - `amex_images_part_ab` - `amex_images_part_ac` You need to first merge these split files back into the original file and then extract the contents. ``` cat amex_images_part_* > amex_images.zip 7z x amex_images.zip -aoa -o/path/to/extract/folder ``` #### UIBert This is a dataset extended from Rico dataset [2] for two tasks: similar UI component retrieval and referring expression component retrieval [3]. The annotation data is stored in - `uibert_raw.json` The UIBert images are stored in - `UIBert.zip` #### Widget Captioning and RICOSCA Widget Captioning data are collected by [4]. RICOSCA is a dataset automatically labeled using Android VH in [5] The annotation data is stored in - `widget_captioning.json` - `ricosca.json` The rico images are stored in - `rico_imgs.zip` #### Android_world_data This part of data are sampled from a android environment for building and benchmarking autonomous computer control agents [6]. The annotation data is stored in - `aw_mobile.json` The rico images are stored in - `mobile_images.zip` ### Desktop data This part of data is stored under the *desktop_domain* directory. All of the desktop grounding data is collected from the real environments of personal computers running different operating systems. Each image is split into multiple sub-images to enhance data diversity. Our mobile grounding data consists of three parts.