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captcha-solver's Introduction

Captcha Solver

Captcha solver using YOLO v3. Has an accuracy of 98.166% on the test dataset.

  • The trained weights and config file can be found here.

  • Save the trained final weights, yolov3 configuration file and captcha names file in a folder named data.

  • The annotation of dataset is done manually using BBox Label Tool. We find the object's centre x and y coordinates and normalized width and height.

Example of data annotation

00012.jpg

Object-d x-coordinate y-coordinate width height
0 0.285185 0.528571 0.111111 0.600000
0 0.396296 0.528571 0.111111 0.542857
0 0.500000 0.457143 0.111111 0.571429
1 0.607407 0.514286 0.118519 0.571429
2 0.725926 0.557143 0.118519 0.600000

How to run the code

python3 captcha-single.py --image test.jpg # replace with your image

python3 captcha.py #for running on images in test/Solved-600 folder

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