|
--- |
|
task_categories: |
|
- object-detection |
|
tags: |
|
- roboflow |
|
- roboflow2huggingface |
|
|
|
--- |
|
|
|
<div align="center"> |
|
<img width="640" alt="lipi17/building-cracks-merged" src="https://huggingface.co/datasets/lipi17/building-cracks-merged/resolve/main/thumbnail.jpg"> |
|
</div> |
|
|
|
### Dataset Labels |
|
|
|
``` |
|
['crack', 'stairstep_crack'] |
|
``` |
|
|
|
|
|
### Number of Images |
|
|
|
```json |
|
{'test': 11, 'valid': 433, 'train': 947} |
|
``` |
|
|
|
|
|
### 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("lipi17/building-cracks-merged", name="full") |
|
example = ds['train'][0] |
|
``` |
|
|
|
### Roboflow Dataset Page |
|
[https://universe.roboflow.com/lipi-deepaakshi-patnaik-ktyz8/merged-building-cracks/dataset/1](https://universe.roboflow.com/lipi-deepaakshi-patnaik-ktyz8/merged-building-cracks/dataset/1?ref=roboflow2huggingface) |
|
|
|
### Citation |
|
|
|
``` |
|
@misc{ merged-building-cracks_dataset, |
|
title = { Merged-Building-Cracks Dataset }, |
|
type = { Open Source Dataset }, |
|
author = { Lipi Deepaakshi Patnaik }, |
|
howpublished = { \\url{ https://universe.roboflow.com/lipi-deepaakshi-patnaik-ktyz8/merged-building-cracks } }, |
|
url = { https://universe.roboflow.com/lipi-deepaakshi-patnaik-ktyz8/merged-building-cracks }, |
|
journal = { Roboflow Universe }, |
|
publisher = { Roboflow }, |
|
year = { 2023 }, |
|
month = { oct }, |
|
note = { visited on 2023-10-21 }, |
|
} |
|
``` |
|
|
|
### License |
|
MIT |
|
|
|
### Dataset Summary |
|
This dataset was exported via roboflow.com on October 21, 2023 at 12:21 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 1391 images. |
|
Cracks are annotated in COCO format. |
|
|
|
The following pre-processing was applied to each image: |
|
* Auto-orientation of pixel data (with EXIF-orientation stripping) |
|
* Resize to 640x640 (Stretch) |
|
|
|
No image augmentation techniques were applied. |
|
|
|
|
|
|
|
|