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kerlomz/captcha_trainer

Deep learning captcha and OCR training system using CNN/ResNet+GRU/LSTM+CTC architecture on TensorFlow.

3.2k stars Python Computer VisionML Frameworks
captcha_trainer
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This project provides a deep learning solution for captcha recognition using TensorFlow, supporting complex scenarios like character粘连, perspective distortion, blur, and noise. It uses a three-layer architecture: convolutional layers for feature extraction from input images, recurrent layers (GRU/LSTM) for predicting label distributions from feature sequences, and a transcription layer using CTC for decoding final results by deduplication and integration.

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