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IE.Recaptcha

A project made by students of IE NITK. Two CNNs are implemented in this model, one of them solves CAPTCHAs generated by Python's ImageCaptcha Library and the other model solves CAPTCHAs generated by JAVA's SimpleCaptcha Captcha Library.

Snapshot of WebApp

Snapshot of WebApp

Python Captchas Using captcha

Python Captcha Dataset

Java Captchas Using SimpleCaptcha

Java Captcha Dataset

Custom CNN Architecture Performance

  • The Model was trained on SimpleCaptcha Generated text-based CAPTCHAs

  • The following plots were obtained : -

    • Training Accuracy over 30 Epochs = 87.55%

    Training Accuracy

    • Training Loss over 30 Epochs

    Training Loss

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  • Jupyter Notebook 76.0%
  • Python 21.9%
  • Java 0.7%
  • HTML 0.5%
  • JavaScript 0.5%
  • CSS 0.3%
  • Other 0.1%