https://github.com/joneshshrestha/captcharecognition

Captcha Recognition using Deep Learning
https://github.com/joneshshrestha/captcharecognition

captcha-breaking keras machine-learning opencv python tensorflow

Last synced: 16 days ago
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Captcha Recognition using Deep Learning

• Host: GitHub
• URL: https://github.com/joneshshrestha/captcharecognition
• Owner: joneshshrestha
• Created: 2019-07-10T10:24:56.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-07-25T15:46:53.000Z (over 5 years ago)
• Last Synced: 2024-11-11T17:42:36.549Z (3 months ago)
• Topics: captcha-breaking, keras, machine-learning, opencv, python, tensorflow
• Language: Python
• Size: 20.4 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
### To run these scripts, you need the following installed:

1. Python 3

2. OpenCV 3 w/ Python extensions

 - I highly recommend these OpenCV installation guides: 

   https://www.pyimagesearch.com/opencv-tutorials-resources-guides/ 

3. The python libraries listed in requirements.txt

 - Try running "pip3 install -r requirements.txt"

### Step 1: Extract single letters from CAPTCHA images

The results is stored in the "extracted_letter_images" folder.

### Step 2: Train the neural network to recognize single letters

This will write out "captcha_model.hdf5" and "model_labels.dat"

### Step 3: Use the model to solve CAPTCHAs!

Run: 

python3 solve_captchas_with_model.py