Falah/eye-disease-dataset

Eye Disease Dataset

Description

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.

Dataset Details

• Dataset Name: Falah/eye-disease-dataset

• Number of Rows: 383

• Class Labels:

  • '0': Bulging Eyes
  • '1': Cataracts
  • '2': Crossed Eyes
  • '3': Glaucoma
  • '4': Uveitis

Usage

Installation

You can install the dataset using the Hugging Face Datasets library:

pip install datasets

Accessing the Dataset

To access the Eye Disease Dataset, you can use the following Python code:

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("falah/eye-disease-dataset")

Dataset Structure

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:

├── Bulging_Eyes
│   ├── image1.jpg
│   ├── image2.jpg
│   └── ...
├── Cataracts
│   ├── image1.jpg
│   ├── image2.jpg
│   └── ...
├── Crossed_Eyes
│   ├── image1.jpg
│   ├── image2.jpg
│   └── ...
├── Glaucoma
│   ├── image1.jpg
│   ├── image2.jpg
│   └── ...
└── Uveitis
    ├── image1.jpg
    ├── image2.jpg
    └── ...

Example Usage

Here's an example of how to load and visualize the Eye Disease Dataset:

import matplotlib.pyplot as plt

# Load the dataset
dataset = load_dataset("falah/eye-disease-dataset")

# Display the first image and its label
image = dataset["train"][0]["image"]
label = dataset["train"][0]["label"]

plt.imshow(image)
plt.title(f"Class Label: {label}")
plt.axis("off")
plt.show()

Citation

If you use the Eye Disease Dataset in your research or project, please consider citing it as:

@dataset{falah/eye-disease-dataset,
  author = {Falah},
  title = {Eye Disease Dataset},
  year = {2023},
  publisher = {Hugging Face},
  version = {1.0.0},
  url = {https://huggingface.co/falah/eye-disease-dataset}
}

License

The Eye Disease Dataset is available under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.