| | --- |
| | task_categories: |
| | - image-segmentation |
| | tags: |
| | - roboflow |
| | - roboflow2huggingface |
| | - Construction |
| | - Self Driving |
| | - Transportation |
| | - Damage Risk |
| | --- |
| | |
| | <div align="center"> |
| | <img width="640" alt="keremberke/pothole-segmentation" src="https://huggingface.co/datasets/keremberke/pothole-segmentation/resolve/main/thumbnail.jpg"> |
| | </div> |
| |
|
| | ### Dataset Labels |
| |
|
| | ``` |
| | ['pothole'] |
| | ``` |
| |
|
| |
|
| | ### Number of Images |
| |
|
| | ```json |
| | {'test': 5, 'train': 80, 'valid': 5} |
| | ``` |
| |
|
| |
|
| | ### How to Use |
| |
|
| | - Install [datasets](https://pypi.org/project/datasets/): |
| |
|
| | ```bash |
| | pip install datasets |
| | ``` |
| |
|
| | - Load the dataset: |
| |
|
| | ```python |
| | from datasets import load_dataset |
| | |
| | ds = load_dataset("keremberke/pothole-segmentation", name="full") |
| | example = ds['train'][0] |
| | ``` |
| |
|
| | ### Roboflow Dataset Page |
| | [https://universe.roboflow.com/imacs-pothole-detection-wo8mu/pothole-detection-irkz9/dataset/4](https://universe.roboflow.com/imacs-pothole-detection-wo8mu/pothole-detection-irkz9/dataset/4?ref=roboflow2huggingface) |
| |
|
| | ### Citation |
| |
|
| | ``` |
| | @misc{ pothole-detection-irkz9_dataset, |
| | title = { Pothole Detection Dataset }, |
| | type = { Open Source Dataset }, |
| | author = { IMACS Pothole Detection }, |
| | howpublished = { \\url{ https://universe.roboflow.com/imacs-pothole-detection-wo8mu/pothole-detection-irkz9 } }, |
| | url = { https://universe.roboflow.com/imacs-pothole-detection-wo8mu/pothole-detection-irkz9 }, |
| | journal = { Roboflow Universe }, |
| | publisher = { Roboflow }, |
| | year = { 2023 }, |
| | month = { jan }, |
| | note = { visited on 2023-01-15 }, |
| | } |
| | ``` |
| |
|
| | ### License |
| | CC BY 4.0 |
| |
|
| | ### Dataset Summary |
| | This dataset was exported via roboflow.com on January 15, 2023 at 6:38 PM GMT |
| |
|
| | Roboflow is an end-to-end computer vision platform that helps you |
| | * collaborate with your team on computer vision projects |
| | * collect & organize images |
| | * understand and search unstructured image data |
| | * annotate, and create datasets |
| | * export, train, and deploy computer vision models |
| | * use active learning to improve your dataset over time |
| |
|
| | For state of the art Computer Vision training notebooks you can use with this dataset, |
| | visit https://github.com/roboflow/notebooks |
| |
|
| | To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com |
| |
|
| | The dataset includes 90 images. |
| | Pothole are annotated in COCO format. |
| |
|
| | The following pre-processing was applied to each image: |
| |
|
| | No image augmentation techniques were applied. |
| |
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| |
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