Datasets:
Tasks:
Image Segmentation
Sub-tasks:
semantic-segmentation
Languages:
English
Size:
1K<n<10K
License:
annotations_creators: | |
- human | |
language: | |
- en | |
license: mit | |
pretty_name: VisionReasoner UI Dataset | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- image-segmentation | |
task_ids: | |
- semantic-segmentation | |
# VisionReasoner UI Dataset | |
This dataset contains user interface (UI) images along with associated annotation prompts and solutions for fine-tuning the VisionReasoner model. | |
## Dataset Description | |
- **Size**: 245 samples | |
- **Task**: Image Segmentation (Semantic Segmentation) | |
- **Language**: English | |
- **License**: MIT | |
## Structure | |
- `images/`: Folder containing UI images (`.webp` format) | |
- `visionreasoner_dataset.parquet`: Metadata file containing: | |
- `id`: Unique identifier for each sample | |
- `problem`: Annotation prompt describing the UI element to segment | |
- `solution`: JSON-formatted segmentation solution with bounding boxes and points | |
- `image`: Reference to the image file | |
- `img_height`: Image height in pixels | |
- `img_width`: Image width in pixels | |
## Usage | |
To load and preview the dataset: | |
```python | |
from datasets import load_dataset | |
# Load the dataset with trust_remote_code=True | |
dataset = load_dataset("shirve13/Demo", trust_remote_code=True) | |
print(dataset["train"][0]) | |
``` | |
**Note**: Make sure to use `trust_remote_code=True` as this dataset uses a custom loading script. | |
## Dataset Loading Script | |
The dataset uses a custom loading script (`demo.py`) that: | |
- Loads metadata from the parquet file | |
- Handles image paths correctly | |
- Provides proper dataset features for Hugging Face compatibility | |
## Citation | |
If you use this dataset in your research, please cite: | |
```bibtex | |
@dataset{visionreasoner_ui_dataset, | |
title={VisionReasoner UI Dataset}, | |
author={shirve13}, | |
year={2024}, | |
url={https://huggingface.co/datasets/shirve13/Demo} | |
} | |
``` | |