| --- |
| 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. |
