# public-insulator-datasets

**Repository Path**: ldd425/public-insulator-datasets

## Basic Information

- **Project Name**: public-insulator-datasets
- **Description**: 电力系统绝缘子数据集
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2021-02-21
- **Last Updated**: 2022-02-15

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Unifying Public Datasets for Insulator Detection and Fault Classification in Electrical Power Lines

Data of the merged two public isolator detasets available with the code to merge then.

## Data
If you just want to use the data generated by this work, download the images and labels (in COCO format) available [here](https://drive.google.com/drive/folders/1829TgSKUVGZXk4_cd1BKtK0L9XHkHA4j?usp=sharing).

## Installation
All code was tested using Python 3.7

We use the Albumentations API to perform data augmentation.  
The API is available [here](https://github.com/albumentations-team/albumentations). Use the Albumentation instruction to install then.

Use the package manager [pip](https://pip.pypa.io/en/stable/) to install the requirements.

```bash
pip install -r requirements.txt
```
To do the merge and increase the data of this work, it is necessary to download the file downsized.zip of the dataset proposed by Tomaszewski et al. available [here](https://cv.po.opole.pl/dataset1/) and copy the content to the Tomaszewski folder. Do the same for the CPLID dataset available [here](https://github.com/InsulatorData/InsulatorDataSet) and copying its contents to the CPLID folder.

Copy the contents of the 'albumentations' folder to the folder where the Albumentations project was cloned.

## Usage

Change the "data_root" file path from data_augmentation.py file to the path that you cloned this project and run with Python in Albumentation project folder:


```python
python data_augmentation.py
```

## Citations
If you use this project in your research, please cite this project.

```
@misc{vieira2020unifying,
    author = {Vieira-e-Silva, Andr{\'e} L. and Chaves, Thiago and Felix, Heitor and Mac{\^e}do, David and Sim{\~o}es, Francisco and Gama-Neto, Milton and Teichrieb, Veronica and Zanchettin, Cleber},
    title = {{Unifying Public Datasets for Insulator Detection and Fault Classification in Electrical Power Lines}},
    year = {2020},
    howpublished = {\url{https://github.com/heitorcfelix/public-insulator-datasets}}
}
```

## License
[MIT](https://choosealicense.com/licenses/mit/)