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} | |
| } | |
| ``` | |