Datasets:
Tasks:
Image Classification
Size:
10K<n<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 | |