https://github.com/erfaniaa/persian-digits-recognition

Identification of Farsi (Arabic) Scanned Handwritten Digits
https://github.com/erfaniaa/persian-digits-recognition

arabic classification cnn convolutional-neural-networks farsi mnist numeral opencv persian persian-digits-recognition pytorch scanned-digits-recognition

Last synced: 16 days ago
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Identification of Farsi (Arabic) Scanned Handwritten Digits

• Host: GitHub
• URL: https://github.com/erfaniaa/persian-digits-recognition
• Owner: Erfaniaa
• License: gpl-3.0
• Created: 2019-12-27T12:55:15.000Z (almost 5 years ago)
• Default Branch: master
• Last Pushed: 2024-07-25T10:58:31.000Z (4 months ago)
• Last Synced: 2024-10-13T20:41:43.475Z (about 1 month ago)
• Topics: arabic, classification, cnn, convolutional-neural-networks, farsi, mnist, numeral, opencv, persian, persian-digits-recognition, pytorch, scanned-digits-recognition
• Language: Python
• Homepage:
• Size: 21.6 MB
• Stars: 18
• Watchers: 4
• Forks: 2
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Persian Digits Recognition

Identifying Farsi (Arabic) Scanned Handwritten Digits

## In this repository

- Scanned input images: [image1.jpg](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/image1.jpg), [image2.jpg](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/image2.jpg), [image3.jpg](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/image3.jpg), [image4.jpg](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/image4.jpg), [image5.jpg](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/image5.jpg)

- Convert images to CSV and JSON datasets (with OpenCV): [create_dataset_from_images.py](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/create_dataset_from_images.py)

- Some prepared CSV sets: [large_dataset_validation.csv](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/large_dataset_validation.csv), [large_dataset_train.csv](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/large_dataset_train.csv)

- An unlabeled dataset for testing: [large_dataset_test.csv](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/large_dataset_test.csv)

- A modified version of [PyTorch MNIST example](https://github.com/pytorch/examples/blob/master/mnist/main.py): [main.py](https://github.com/Erfaniaa/persian-digits-recognition/blob/master/main.py)

## Install requirements

- Install [OpenCV](https://docs.opencv.org/3.4/d2/de6/tutorial_py_setup_in_ubuntu.html).

- Install Python packages:

  ```bash

  pip install -r requirements.txt

  ```

## Usage

- Converting scanned images to CSV and JSON datasets:

  ```bash

  python create_dataset_from_images.py

  ```

- Using large datasets for training, validation and testing:

  ```bash

  python main.py

  ```

## Notes

Use Python version 3.