|
1 | | -# particle_dataset |
| 1 | +# Particle Dataset |
| 2 | + |
| 3 | +Welcome to the GitHub page of DeepTrackAI's Particle dataset. The Particle dataset is a collection of movies of optically-trapped particles used for training and evaluating deep learning models. |
| 4 | + |
| 5 | +## Description |
| 6 | + |
| 7 | +The Particle dataset contains 2 movies in avi format. Each image is a grayscale picture of a digit, and the associated label is the digit value (from 0 to 9). |
| 8 | + |
| 9 | +- **Dataset Size**: 2 movies |
| 10 | +- **Frame Number**: frames per movie |
| 11 | +- **Frame Size**: 28x28 pixels |
| 12 | +- **Color**: Grayscale |
| 13 | + |
| 14 | +## Usage |
| 15 | + |
| 16 | +To use the Particle dataset in your project: |
| 17 | + |
| 18 | +1. Clone this repository to your local machine. |
| 19 | +2. Import the dataset into your machine learning framework of choice. |
| 20 | +3. Train or evaluate your models using the dataset. |
| 21 | + |
| 22 | +### Download via Command Line |
| 23 | + |
| 24 | +To clone the repository and access the Particle dataset: |
| 25 | + |
| 26 | +```bash |
| 27 | +git clone -b mnist github.com/DeepTrackAI/Particle_deeplay |
| 28 | +cd Particle_deeplay |
| 29 | +``` |
| 30 | + |
| 31 | +### Download Programmatically in Python |
| 32 | + |
| 33 | +If you want to load the dataset directly into a Python script or Jupyter notebook: |
| 34 | + |
| 35 | +```python |
| 36 | +import requests |
| 37 | +from io import BytesIO |
| 38 | +from zipfile import ZipFile |
| 39 | + |
| 40 | +# URL to the repository (modify this if the dataset is hosted in a specific location or file) |
| 41 | +DATASET_URL = 'https://github.com/DeepTrackAI/Particle_dataset/raw/main/mnist.zip' |
| 42 | + |
| 43 | +response = requests.get(DATASET_URL) |
| 44 | +with ZipFile(BytesIO(response.content)) as z: |
| 45 | + z.extractall() |
| 46 | + |
| 47 | +# Now you can load the dataset using your preferred library, e.g., deeplay, PyTorch, TensorFlow. |
| 48 | +``` |
| 49 | + |
| 50 | +## Acknowledgements |
| 51 | + |
| 52 | +- The Particle dataset was originally created by ?????. |
| 53 | + |
| 54 | +## License |
| 55 | + |
| 56 | +The Particle dataset is made available under the terms of the [Creative Commons Attribution-Share Alike 3.0 license](https://creativecommons.org/licenses/by-sa/3.0/). |
| 57 | + |
| 58 | +## Contributing |
| 59 | + |
| 60 | +If you find any issues with the dataset or have suggestions for improvements, please open an issue or submit a pull request. |
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