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--- |
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dataset_info: |
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features: |
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- name: image |
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dtype: image |
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- name: label |
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dtype: |
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class_label: |
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names: |
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'0': Bulging_Eyes |
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'1': Cataracts |
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'2': Crossed_Eyes |
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'3': Glaucoma |
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'4': Uveitis |
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splits: |
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- name: train |
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num_bytes: 2558487.0 |
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num_examples: 383 |
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download_size: 0 |
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dataset_size: 2558487.0 |
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--- |
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# Eye Disease Dataset |
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## Description |
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The Eye Disease Dataset is a collection of images related to various eye diseases. It provides a valuable resource for training and evaluating computer vision models for eye disease detection and classification. The dataset includes images representing five different eye disease classes: Bulging Eyes, Cataracts, Crossed Eyes, Glaucoma, and Uveitis. |
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## Dataset Details |
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- Dataset Name: Falah/eye-disease-dataset |
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- Number of Rows: 383 |
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- Class Labels: |
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- '0': Bulging Eyes |
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- '1': Cataracts |
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- '2': Crossed Eyes |
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- '3': Glaucoma |
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- '4': Uveitis |
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## Usage |
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### Installation |
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You can install the dataset using the Hugging Face Datasets library: |
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```bash |
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pip install datasets |
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``` |
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### Accessing the Dataset |
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To access the Eye Disease Dataset, you can use the following Python code: |
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```python |
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from datasets import load_dataset |
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# Load the dataset |
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dataset = load_dataset("falah/eye-disease-dataset") |
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``` |
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### Dataset Structure |
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The dataset consists of a collection of images, each labeled with a specific eye disease class. The images are stored in a directory structure where each class has its own subdirectory. The directory structure is as follows: |
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``` |
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βββ Bulging_Eyes |
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β βββ image1.jpg |
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β βββ image2.jpg |
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β βββ ... |
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βββ Cataracts |
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β βββ image1.jpg |
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β βββ image2.jpg |
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β βββ ... |
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βββ Crossed_Eyes |
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β βββ image1.jpg |
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β βββ image2.jpg |
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β βββ ... |
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βββ Glaucoma |
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β βββ image1.jpg |
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β βββ image2.jpg |
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β βββ ... |
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βββ Uveitis |
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βββ image1.jpg |
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βββ image2.jpg |
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βββ ... |
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``` |
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### Example Usage |
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Here's an example of how to load and visualize the Eye Disease Dataset: |
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```python |
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import matplotlib.pyplot as plt |
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# Load the dataset |
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dataset = load_dataset("falah/eye-disease-dataset") |
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# Display the first image and its label |
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image = dataset["train"][0]["image"] |
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label = dataset["train"][0]["label"] |
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plt.imshow(image) |
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plt.title(f"Class Label: {label}") |
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plt.axis("off") |
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plt.show() |
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``` |
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## Citation |
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If you use the Eye Disease Dataset in your research or project, please consider citing it as: |
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``` |
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@dataset{falah/eye-disease-dataset, |
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author = {Falah}, |
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title = {Eye Disease Dataset}, |
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year = {2023}, |
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publisher = {Hugging Face}, |
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version = {1.0.0}, |
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url = {https://huggingface.co/falah/eye-disease-dataset} |
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} |
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``` |
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## License |
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The Eye Disease Dataset is available under the [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/legalcode) license. |