Datasets:
Tasks:
Image Classification
Size:
10K - 100K
task_categories: | |
- image-classification | |
tags: | |
- roboflow | |
- roboflow2huggingface | |
- Biology | |
<div align="center"> | |
<img width="640" alt="trpakov/chest-xray-classification" src="https://huggingface.co/datasets/trpakov/chest-xray-classification/resolve/main/thumbnail.jpg"> | |
</div> | |
### Dataset Labels | |
``` | |
['PNEUMONIA', 'NORMAL'] | |
``` | |
### Number of Images | |
```json | |
{'test': 582, 'valid': 1165, 'train': 12230} | |
``` | |
### 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("trpakov/chest-xray-classification", name="full") | |
example = ds['train'][0] | |
``` | |
### Roboflow Dataset Page | |
[https://universe.roboflow.com/mohamed-traore-2ekkp/chest-x-rays-qjmia/dataset/3](https://universe.roboflow.com/mohamed-traore-2ekkp/chest-x-rays-qjmia/dataset/3?ref=roboflow2huggingface) | |
### Citation | |
``` | |
``` | |
### License | |
CC BY 4.0 | |
### Dataset Summary | |
This dataset was exported via roboflow.ai on December 8, 2021 at 12:45 AM GMT | |
It includes 13977 images. | |
Pneumonia are annotated in folder format. | |
The following pre-processing was applied to each image: | |
* Auto-orientation of pixel data (with EXIF-orientation stripping) | |
* Resize to 640x640 (Stretch) | |
The following augmentation was applied to create 3 versions of each source image: | |
* Random shear of between -3° to +3° horizontally and -2° to +2° vertically | |
* Random brigthness adjustment of between -5 and +5 percent | |
* Random exposure adjustment of between -5 and +5 percent | |