Update README.md
Browse files
README.md
CHANGED
@@ -1,24 +1,70 @@
|
|
|
|
1 |
configs:
|
2 |
-
- config_name:
|
3 |
data_files:
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
-
|
|
|
|
|
|
|
|
|
8 |
|
9 |
-
- config_name: manual_train
|
10 |
-
data_files:
|
11 |
-
- split: data
|
12 |
-
path: "manual_train/data/**/*"
|
13 |
-
- split: qa
|
14 |
-
path: "manual_train/qa/*.json"
|
15 |
|
16 |
-
-
|
17 |
-
|
18 |
-
|
19 |
-
|
20 |
-
|
21 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
22 |
|
23 |
-
|
24 |
-
|
|
|
1 |
+
---
|
2 |
configs:
|
3 |
+
- config_name: default
|
4 |
data_files:
|
5 |
+
- split: auto
|
6 |
+
path: auto/QA/*.json
|
7 |
+
- split: manual_train
|
8 |
+
path: manual_train/QA/*.json
|
9 |
+
- split: manual_test
|
10 |
+
path: manual_test/QA/*.json
|
11 |
+
license: cc-by-4.0
|
12 |
+
---
|
13 |
|
|
|
|
|
|
|
|
|
|
|
|
|
14 |
|
15 |
+
# GUI-Xplore Dataset 🖥️🔍
|
16 |
+
|
17 |
+
GUI-Xplore is a novel dataset designed to improve **cross-application** and **cross-task generalization** for GUI agents. It introduces **exploration videos** to provide context-aware learning, enabling agents to adapt to new applications efficiently.
|
18 |
+
|
19 |
+
## 📌 Dataset Summary
|
20 |
+
- **312 apps** across **33 categories** from **6 major domains** (*Entertainment, Productivity, Health, Shopping, Travel, News*).
|
21 |
+
- **115+ hours of exploration videos**, ensuring **comprehensive app interaction coverage**.
|
22 |
+
- **32,569 structured question-answer pairs** spanning **five hierarchical downstream tasks**.
|
23 |
+
- Designed to support **Large Vision-Language Models (LVLMs)** and **GUI-based AI agents**.
|
24 |
+
|
25 |
+
---
|
26 |
+
|
27 |
+
## 📂 Dataset Structure
|
28 |
+
|
29 |
+
### 🔢 Data Splits
|
30 |
+
| Split | # Apps | # Screenshot | # Action | # Q&A Samples |
|
31 |
+
|--------------|--------|--------------|----------| --------------|
|
32 |
+
| Auto | 207 | 13,660 | 21,346 | 15,934 |
|
33 |
+
| Manual_train | 85 | 18,523 | 17,963 | 16,744 |
|
34 |
+
| Manual_test | 20 | 2,184 | 1,984 | 2,638 |
|
35 |
+
| Total | 312 | 34,367 | 41,293 | 35,316 |
|
36 |
+
|
37 |
+
### 🏷️ Annotation Schema
|
38 |
+
Each app in the dataset includes:
|
39 |
+
1. **Exploration Video** (`.mp4`)
|
40 |
+
2. **Screenshot Sequence** (`.png`)
|
41 |
+
3. **Action Sequence** (`.json`)
|
42 |
+
4. **Screenshot-Action Relation** (`.json`)
|
43 |
+
5. **View Hierarchy** (`.xml`)
|
44 |
+
6. **Question-Answer Pairs** (`.json`)
|
45 |
+
|
46 |
+
---
|
47 |
+
|
48 |
+
## 🏗️ Tasks
|
49 |
+
|
50 |
+
GUI-Xplore defines **five downstream tasks** to evaluate GUI agents:
|
51 |
+
|
52 |
+
| Task | Description |
|
53 |
+
|---------------------------|-------------|
|
54 |
+
| **Application Overview** | Summarize app functionalities based on exploration. |
|
55 |
+
| **Page Analysis** | Interpret the purpose of a specific GUI screen. |
|
56 |
+
| **Application Usage** | Infer correct navigation sequences from homepage to task completion. |
|
57 |
+
| **Action Recall** | Identify past interactions within an app. |
|
58 |
+
| **Action Sequence Verification** | Verify logical operation order within an app. |
|
59 |
+
|
60 |
+
---
|
61 |
+
|
62 |
+
## 📥 How to Use
|
63 |
+
|
64 |
+
```python
|
65 |
+
from datasets import load_dataset
|
66 |
+
|
67 |
+
dataset = load_dataset("9211sun/GUI-Xplore")
|
68 |
|
69 |
+
# Example data exploration
|
70 |
+
print(dataset["manual_test"][0])
|