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Copy file name to clipboardExpand all lines: models/text_recognition_crnn/README.md
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# CRNN
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An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition
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[An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition](https://arxiv.org/abs/1507.05717)
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Results of accuracy evaluation with [tools/eval](../../tools/eval) at different text recognition datasets.
-`text_recognition_CRNN_EN_2021sep.onnx` can detect digits (0\~9) and letters (return lowercase letters a\~z) (view `charset_36_EN.txt` for details).
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-`text_recognition_CRNN_CH_2021sep.onnx` can detect digits (0\~9), upper/lower-case letters (a\~z and A\~Z), and some special characters (view `charset_94_CH.txt` for details).
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-`text_recognition_CRNN_CN_2021nov.onnx` can detect digits (0\~9), upper/lower-case letters (a\~z and A\~Z), some Chinese characters and some special characters (view `charset_3944_CN.txt` for details).
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-`text_recognition_CRNN_EN_2021sep.onnx` can detect digits (0\~9) and letters (return lowercase letters a\~z) (see `CHARSET_EN_36` for details in `crnn.py`).
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-`text_recognition_CRNN_CH_2021sep.onnx` can detect digits (0\~9), upper/lower-case letters (a\~z and A\~Z), and some special characters (see `CHARSET_CH_94` for details in `crnn.py`).
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-`text_recognition_CRNN_CN_2021nov.onnx` can detect digits (0\~9), upper/lower-case letters (a\~z and A\~Z), some Chinese characters and some special characters (see `CHARSET_CN_3944` for details in `crnn.py`).
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- For details on training this model series, please visit https://github.com/zihaomu/deep-text-recognition-benchmark.
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## Demo
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***NOTE***:
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- This demo uses [text_detection_db](../text_detection_db) as text detector.
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- Selected model must match with the charset:
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- Try `text_recognition_CRNN_EN_2021sep.onnx` with `charset_36_EN.txt`.
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- Try `text_recognition_CRNN_CH_2021sep.onnx` with `charset_94_CH.txt`
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- Try `text_recognition_CRNN_CN_2021sep.onnx` with `charset_3944_CN.txt`.
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