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rotnet-captcha-solver's Introduction

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GitHub

CNN for solving TikTok captcha (NOT FINISHED)

Train Pipeline

1. Get a lot of data e.g Imagenet
2. Create Function for online(during training) generating Data
3. Use some CNN as Feature extractor
4. Train classifier

Classify as 0 - no angle rotate
            1 - image rotated

Classifier with 360 labels does not work

Result

First test model was trained with ResNet-18 and got:
* HIGHREST ACCURACY: 0.7892497518082542

  1. Example image

Menu

  1. Preprocessed Image

Menu Angle = 90

  1. Base Loss

Menu

  1. Train/Test loss

Menu

  1. Accuracy of model

Menu

Repo uses resources from:

https://github.com/DFGANDP/Pytorch-EarlyStopping

Currently TODO:

  1. Train on more Data
  2. Use more complex models (e.g. Vision Transformers)
  3. Write Real Time solver With Selenium?

rotnet-captcha-solver's People

Contributors

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Forkers

maivanteo ken2190 dr-maspix securjty lovelyn2210 hoyen204 mario0693

rotnet-captcha-solver's Issues

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