https://github.com/blakley/captcha-classification

A deep learning model to classify Captcha images
https://github.com/blakley/captcha-classification

classfication-model cnn-keras deep-learning keras-tensorflow python tensorflow

Last synced: 6 months ago
JSON representation

A deep learning model to classify Captcha images

• Host: GitHub
• URL: https://github.com/blakley/captcha-classification
• Owner: Blakley
• Created: 2024-03-25T17:12:17.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-03-26T02:24:22.000Z (over 1 year ago)
• Last Synced: 2025-02-01T04:27:34.888Z (8 months ago)
• Topics: classfication-model, cnn-keras, deep-learning, keras-tensorflow, python, tensorflow
• Language: Python
• Homepage:
• Size: 43.6 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# Captcha Classification

A multi-class classification model using convolutional neural networks (CNNs) to classify captcha images into different categories. 

 

---

### Summary Example

![Model Summary](src/assets/summary.png)

### Prediction Example

![Model Prediction](src/assets/prediction.png)

---

## Requirements

Python 3.x, TensorFlow, Matplotlib

## Installation

1. Clone this repository:

``` bash

git clone https://github.com/Blakley/captcha-classification

```

2. Install the required dependencies:

```bash

pip install -r requirements.txt

```

## Usage

1. **Setup** the dataset:

    - Download the captcha dataset from [Kaggle](https://www.kaggle.com/datasets/aneeshtickoo/hcaptcha-dataset/data).

    Extract the dataset files to the dataset/ directory in the project root.

2. **Training** the model:

    - Run the main.py script to train the classification model:

    ```bash

    python3 model.py

    ```

3. **Testing** the model:

    - Once the model is trained, you can make predictions on captcha images using the saved model.