| --- |
| license: cc-by-sa-4.0 |
| language: |
| - zh |
| - en |
| tags: |
| - gui |
| - agents |
| pretty_name: FunUI |
| size_categories: |
| - 1K<n<10K |
| --- |
| # FunUI Benchmark |
|
|
| ## 📖 Introduction |
| **FunUI** is a bilingual benchmark designed to fill the gap of comprehensive evaluation datasets in the field of **screen understanding**. |
| It encompasses **four fundamental tasks** and provides a holistic evaluation platform to assess models’ abilities on mobile UI comprehension. |
|
|
| --- |
|
|
| ## ✨ Key Features |
|
|
| - **Bilingual** |
| - Includes **2,150 Chinese screens** and **9,347 English screens** from Android devices. |
| - Annotated with about **14k Chinese samples** and **18k English samples**. |
| - The **first benchmark** that enables systematic evaluation of **both Chinese and English screen understanding**. |
|
|
| - **Comprehensive** |
| - Covers multiple dimensions of screen understanding: |
| - **UI Grounding** (element localization) |
| - **UI Referring** (element identification) |
| - **Screen Question Answering** |
| - **Screen Summarization** |
| - Ranges from spatial grounding and entity recognition to integrated analysis of screen content. |
|
|
| - **Diverse** |
| - Provides QA pairs involving **120+ icons and widgets**. |
| - Includes **complex reasoning questions** related to element relations, attributes, arithmetic, and more. |
| - Poses greater challenges compared to commonly used OCR-related tasks. |
|
|
| --- |
|
|
| ## 📊 Tasks |
|
|
| 1. **UI Grounding** |
| - Models are required to localize the target UI element. |
|
|
| 2. **UI Referring** |
| - Models identify the specific UI element described in bbox format. |
|
|
| 3. **Screen Question Answering** |
| - Models answer diverse questions about screen content. |
|
|
| 4. **Screen Summarization** |
| - Models generate summaries of the observed screen. |
|
|
| --- |
|
|
| ## 🚀 Applications |
| - Automated **UI comprehension** and interaction. |
| - Development of **intelligent assistants** and mobile automation. |
| - **Benchmarking multimodal models** for screen understanding. |
|
|
|
|
| --- |
|
|
| ## 📜 Citation |
| If you use **FunUI** benchmark in your research, please cite our paper: |
|
|
| ```bibtex |
| @article{202408.2137, |
| title = {UI-Hawk: Unleashing the Screen Stream Understanding for GUI Agents}, |
| author = {Jiwen Zhang and Yaqi Yu and Minghui Liao and Wentao Li and Jihao Wu and Zhongyu Wei}, |
| doi = {10.20944/preprints202408.2137.v1}, |
| url = {https://doi.org/10.20944/preprints202408.2137.v1}, |
| year = 2024, |
| month = {August}, |
| publisher = {Preprints}, |
| journal = {Preprints} |
| } |
| ``` |
