|
|
--- |
|
|
license: mit |
|
|
task_categories: |
|
|
- object-detection |
|
|
tags: |
|
|
- ui |
|
|
- user-interface |
|
|
- web-design |
|
|
- gui |
|
|
pretty_name: Web UI Dataset |
|
|
size_categories: |
|
|
- n<1K |
|
|
language: |
|
|
- ru |
|
|
- en |
|
|
--- |
|
|
|
|
|
# Web UI Dataset |
|
|
|
|
|
## Dataset Description |
|
|
|
|
|
This dataset consists of real-world screenshots of web user interfaces, annotated for object detection. It is designed to be used in pair with the [Synthetic UI Dataset](https://huggingface.co/datasets/egnch/synthetic-ui) for fine-tuning and model validation. |
|
|
|
|
|
- **Total Images:** 250 |
|
|
- **Task:** Object Detection |
|
|
- **Source:** Annotation of websites screenshots |
|
|
|
|
|
## Dataset Structure |
|
|
|
|
|
### Classes |
|
|
The dataset annotates **6 distinct classes** of UI elements: |
|
|
|
|
|
1. **button**: Buttons of various styles. |
|
|
2. **input**: Input fields, text areas, and dropdown lists. |
|
|
3. **checkbox**: Selection elements including checkboxes, radio buttons, and switches/toggles. |
|
|
4. **image**: Visual content including standard images, user avatars, and banners. |
|
|
5. **header**: Visual headers and highlights. |
|
|
6. **text**: Text content blocks, paragraphs, labels, and descriptions. |
|
|
|
|
|
### Data Splits |
|
|
The dataset is split into training and validation sets with a **90/10 ratio**: |
|
|
|
|
|
| Split | Percentage | Number of Images | |
|
|
| :--- | :--- | :--- | |
|
|
| **Train** | 80% | 185 | |
|
|
| **Validation** | 20% | 45 | |
|
|
|
|
|
## Usage |
|
|
|
|
|
```python |
|
|
from datasets import load_dataset |
|
|
|
|
|
dataset = load_dataset("egnch/real-ui") |
|
|
|
|
|
# Example: View the first training example |
|
|
print(dataset["train"][0]) |
|
|
``` |
|
|
|
|
|
## Additional Information |
|
|
|
|
|
### Annotation Distribution |
|
|
|
|
|
| Class Label | Description | Count | Distribution (Approx.) | |
|
|
| ----- | ----- | ----- | ----- | |
|
|
| **text** | Text content blocks, paragraphs, labels | 2938 | ~50% | |
|
|
| **button** | Buttons of various styles | 955 | ~15% | |
|
|
| **image** | Visual content, avatars, banners | 508 | ~10% | |
|
|
| **header** | Visual headers and highlights | 446 | ~10% | |
|
|
| **input** | Input fields, text areas, dropdowns | 431 | ~10% | |
|
|
| **checkbox** | Checkboxes, radio buttons, switches | 263 | ~5% | |
|
|
|
|
|
### Licensing |
|
|
|
|
|
This dataset is licensed under the MIT License. |
