Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
14 changes: 5 additions & 9 deletions models/text_recognition_crnn/README.md
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
# CRNN

An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition
[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)

Results of accuracy evaluation with [tools/eval](../../tools/eval) at different text recognition datasets.

Expand All @@ -21,20 +21,16 @@ Note:
- `text_recognition_CRNN_EN_2021sep.onnx`: https://docs.opencv.org/4.5.2/d9/d1e/tutorial_dnn_OCR.html (CRNN_VGG_BiLSTM_CTC.onnx)
- `text_recognition_CRNN_CH_2021sep.onnx`: https://docs.opencv.org/4.x/d4/d43/tutorial_dnn_text_spotting.html (crnn_cs.onnx)
- `text_recognition_CRNN_CN_2021nov.onnx`: https://docs.opencv.org/4.5.2/d4/d43/tutorial_dnn_text_spotting.html (crnn_cs_CN.onnx)
- `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).
- `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).
- `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).
- `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`).
- `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`).
- `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`).
- For details on training this model series, please visit https://github.com/zihaomu/deep-text-recognition-benchmark.

## Demo

***NOTE***:

- This demo uses [text_detection_db](../text_detection_db) as text detector.
- Selected model must match with the charset:
- Try `text_recognition_CRNN_EN_2021sep.onnx` with `charset_36_EN.txt`.
- Try `text_recognition_CRNN_CH_2021sep.onnx` with `charset_94_CH.txt`
- Try `text_recognition_CRNN_CN_2021sep.onnx` with `charset_3944_CN.txt`.

### Python

Expand Down Expand Up @@ -85,7 +81,7 @@ Run the demo detecting Chinese:

# get help regarding various parameters
./build/opencv_zoo_text_recognition_crnn --help

```

### Examples

Expand Down