wenzhenghe7 / OCR-with-CRNN-CTC

Implemented a Connectionist temporal classification(CTC) based convolutional recurrent neural network(CRNN) ocr model that transcripts english handwritten images to strings

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OCR-with-CRNN-CTC

For this task, I'm going to implement a Connectionist temporal classification(CTC) based convolutional recurrent neural network(CRNN) ocr model that transcripts english handwritten images to strings.

Steps:

  1. Build a data pipeline
  2. Implement an image encoder (most likely a convolutional neural network encoder)
  3. Build a decoder (most likely a recurrent neural network based decoder)
  4. Implement the training function to train the model
  5. Implement the validation function to validate the trained model

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Implemented a Connectionist temporal classification(CTC) based convolutional recurrent neural network(CRNN) ocr model that transcripts english handwritten images to strings


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