| # 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}, | |
| } | |
| ``` |