README.md

metadata

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 desktop grounding data consists of three parts: windows, linux and macos.

The image and annotation data for each operating system are stored in corresponding zip and json files. It is worth noting that, due to the large size of the Windows image data, the split files need to be merged before extraction.

cat windows_image_part_* > windows_images.zip
7z x windows_images.zip -aoa -o/path/to/extract/folder