|
--- |
|
language: [en] |
|
license: mit |
|
datasets: [MobileViews] |
|
pretty_name: "MobileViews: A Large-Scale Mobile GUI Dataset" |
|
tags: |
|
- mobile-ui |
|
- user-interfaces |
|
- view-hierarchy |
|
- android-apps |
|
- screenshots |
|
task_categories: |
|
- question-answering |
|
- image-to-text |
|
task_ids: |
|
- task-planning |
|
- visual-question-answering |
|
--- |
|
# MobileViews: A Large-Scale Mobile GUI Dataset |
|
[**Read the paper**](https://arxiv.org/abs/2409.14337) |
|
|
|
**MobileViews** is a large-scale dataset designed to support research in mobile user interface (UI) analysis and mobile agents. Our first version — **MobileViews-600K** — 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 includes several `.zip` files, each containing screenshot-VH pairs and corresponding CSV index files, which map each screenshot to its respective view hierarchy (VH). |
|
|
|
|
|
- `MobileViews_0-150000.zip` (23 GB) and `MobileViews_index_0-150000.csv`: The first set of screenshot-VH pairs, containing IDs from 0 to 150000. |
|
- `MobileViews_150001-291197.zip` (36 GB) and `MobileViews_index_150001-291197.csv`: The second set of screenshot-VH pairs, containing IDs from 150001 to 291197. |
|
- `MobileViews_300000-522301.zip` (37 GB) and `MobileViews_index_300000-522301.csv`: The third 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 `.zip` 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 Download |
|
|
|
You can download the dataset using the following methods: |
|
|
|
1. **Download via Web UI**: |
|
|
|
Hugging Face provides a direct download button for each file on the dataset page. Simply click the download button next to the desired `.zip` or `.csv` file. |
|
|
|
|
|
2. **Download via `wget`**: |
|
|
|
You can also use `wget` to download the files, which allows you to resume the download if interrupted: |
|
|
|
```bash |
|
wget -c https://huggingface.co/datasets/mllmTeam/MobileViews/resolve/main/MobileViews_0-150000.zip |
|
wget -c https://huggingface.co/datasets/mllmTeam/MobileViews/resolve/main/MobileViews_150001-291197.zip |
|
wget -c https://huggingface.co/datasets/mllmTeam/MobileViews/resolve/main/MobileViews_300000-522301.zip |
|
``` |
|
|
|
3. **Download via Git LFS**: |
|
|
|
Alternatively, you can clone the repository and pull the large files via Git LFS: |
|
|
|
```bash |
|
git clone https://huggingface.co/datasets/mllmTeam/MobileViews |
|
cd MobileViews |
|
git lfs pull |
|
``` |
|
|
|
## File Verification |
|
|
|
To ensure the downloaded files are complete and correct, you can verify them in multiple ways. |
|
|
|
1. **Verify Integrity Using `zip -T`**: |
|
|
|
```bash |
|
zip -T MobileViews_0-150000.zip # expected output: test of MobileViews_0-150000.zip OK |
|
zip -T MobileViews_150001-291197.zip # expected output: test of MobileViews_150001-291197.zip OK |
|
zip -T MobileViews_300000-522301.zip # expected output: test of MobileViews_300000-522301.zip OK |
|
``` |
|
|
|
2. **Verify the Number of Files**: |
|
|
|
You can verify the number of `.jpg` and `.json` files inside the `.zip`: |
|
|
|
```bash |
|
# Check the number of JSON files |
|
unzip -l MobileViews_0-150000.zip | grep ".json" | wc -l # expected output: 150001 |
|
unzip -l MobileViews_150001-291197.zip | grep ".json" | wc -l # expected output: 141197 |
|
unzip -l MobileViews_300000-522301.zip | grep ".json" | wc -l # expected output: 222302 |
|
|
|
# Check the number of JPG files |
|
unzip -l MobileViews_0-150000.zip | grep ".jpg" | wc -l # expected output: 150001 |
|
unzip -l MobileViews_150001-291197.zip | grep ".jpg" | wc -l # expected output: 141197 |
|
unzip -l MobileViews_300000-522301.zip | grep ".jpg" | wc -l # expected output: 222302 |
|
``` |
|
|
|
3. **Verify the File Size**: |
|
|
|
You can verify that the file sizes match the expected sizes: |
|
|
|
```bash |
|
du -sh MobileViews_0-150000.zip # expected output: 23G |
|
du -sh MobileViews_150001-291197.zip # expected output: 36G |
|
du -sh MobileViews_300000-522301.zip # expected output: 37G |
|
``` |
|
|
|
4. **Verify Using SHA256**: |
|
|
|
We provide SHA256 checksum files to verify the integrity of the downloaded .zip files: |
|
|
|
```bash |
|
sha256sum -c MobileViews_0-150000.zip.sha256 # expected output: MobileViews_0-150000.zip: OK |
|
sha256sum -c MobileViews_150001-291197.zip.sha256 # expected output: MobileViews_150001-291197.zip: OK |
|
sha256sum -c MobileViews_300000-522301.zip.sha256 # expected output: MobileViews_300000-522301.zip: OK |
|
``` |
|
|
|
If the output shows `OK`, the file has been downloaded correctly. |
|
|
|
If the verification result is not as expected, the download may be corrupted. Please try downloading the file again. If the issue persists, feel free to contact us at any time. |
|
|
|
## How to Use |
|
|
|
You can unpack the `.zip` files using the `unzip` command in the terminal or any other unzipping tool. |
|
|
|
```bash |
|
unzip MobileViews_0-150000.zip -d /path/to/extract/directory |
|
unzip MobileViews_150001-291197.zip -d /path/to/extract/directory |
|
unzip MobileViews_300000-522301.zip -d /path/to/extract/directory |
|
``` |
|
This will extract the contents to the specified directory. |
|
|
|
## 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}, |
|
} |
|
``` |
