update

.gitignore

@@ -0,0 +1 @@
+images*/

README.md

@@ -1,3 +1,75 @@
----
-license: cc-by-sa-4.0
----
+<<<<<<< HEAD
+---
+license: cc-by-sa-4.0
+---
+=======
+# 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 referred to in text.  
+
+3. **Screen Question Answering**  
+   - Models answer diverse questions about screen content.  
+
+4. **Screen Summarization**  
+   - Models generate concise summaries of the 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}
+}
+```
+

images_cn.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:334696b63c6ec2169459fe34a26e2d18744026819b504755699a93a6db1d92da
+size 653702

images_en.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4d78e44472f57a7cfea7f33942974849c8a15a999817f2293cca10d8b894af7
+size 10712821