# MobileViews: A Large-Scale Mobile GUI Dataset **MobileViews** is a large-scale dataset designed to support research in mobile user interface (UI) analysis and mobile agents. It contains over **600,000** mobile UI screenshot-view hierarchy (VH) pairs collected from approximately **20,000 apps** on the Google Play Store. ## Dataset Overview The dataset consists of multiple `.tar.gz` files containing screenshot-VH pairs and corresponding CSV index files that map each screenshot to its VH: - `MobileViews_0-291197.tar.gz` and `MobileViews_index_0-291197.csv`: The first set of screenshot-VH pairs, containing IDs from 0 to 291197. - `MobileViews_300000-522301.tar.gz` and `MobileViews_index_300000-522301.csv`: The second set of screenshot-VH pairs, containing IDs from 300000 to 522301. - `AppMetadata.csv`: App metadata for **15,000 apps** from the Google Play Store, retrieved in **June 2024**. ### Index CSV Columns Each index CSV file contains the following columns, mapping each screenshot to its corresponding view hierarchy: | Column | Description | |--------------|-------------------------------------------| | `Image File` | Filename of the screenshot (e.g., 0.jpg) | | `JSON File` | Filename of the view hierarchy (e.g., 0.json) | **Example:** ```csv Image File,JSON File 300000.jpg,300000.json 300001.jpg,300001.json 300002.jpg,300002.json ``` Each `.tar.gz` file contains both the screenshots (JPG) and view hierarchy files (JSON). ### AppMetadata.csv Columns The `AppMetadata.csv` file contains detailed information about each app. The columns are as follows: | Column | Description | |---------------------|------------------------------------------------------------------| | `title` | App title | | `installs` | Number of installs | | `minInstalls` | Minimum number of installs | | `realInstalls` | Real number of installs | | `score` | App score (rating) | | `ratings` | Number of ratings | | `reviews` | Number of reviews | | `histogram` | Rating distribution | | `price` | App price | | `free` | Indicates if the app is free (True/False) | | `offersIAP` | Offers in-app purchases (True/False) | | `inAppProductPrice` | In-app product price | | `developer` | Developer name | | `developerId` | Developer ID | | `genre` | App genre | | `genreId` | Genre ID | | `categories` | App categories | | `contentRating` | Content rating (e.g., Everyone, Teen) | | `adSupported` | Indicates if the app is ad-supported (True/False) | | `containsAds` | Indicates if the app contains ads (True/False) | | `released` | App release date | | `lastUpdatedOn` | Date of the latest update | | `appId` | Unique app identifier | ## How to Use 1. Download the dataset files (`.tar.gz` and `.csv`). 2. Extract the `.tar.gz` files to access the screenshot-VH pairs: ```bash # Extract the first set of data tar -xzvf MobileViews_0-291197.tar.gz # Extract the second set of data tar -xzvf MobileViews_300000-522301.tar.gz ``` 3. Use the corresponding index CSV file to match each pair based on their IDs. ## Citation ``` @misc{gao2024mobileviewslargescalemobilegui, title={MobileViews: A Large-Scale Mobile GUI Dataset}, author={Longxi Gao and Li Zhang and Shihe Wang and Shangguang Wang and Yuanchun Li and Mengwei Xu}, year={2024}, eprint={2409.14337}, archivePrefix={arXiv}, primaryClass={cs.HC}, url={https://arxiv.org/abs/2409.14337}, } ```