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@@ -41,7 +41,9 @@ The resulting MFR model can be used to convert images of mathematical formulas i
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  - [Pix2Text V1.0 New Release: The Best Open-Source Formula Recognition Model | Breezedeus.com](https://www.breezedeus.com/article/p2t-v1.0) ;
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  - Pix2Text (P2T) Github: [breezedeus/pix2text](https://github.com/breezedeus/Pix2Text) ;
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  - Pix2Text Online Free Service: [p2t.breezedeus.com](https://p2t.breezedeus.com/) ;
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- - Pix2Text More: [breezedeus.com/pix2text](https://breezedeus.com/pix2text) ;
 
 
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  ## Examples / 示例
@@ -93,11 +95,11 @@ This method requires the installation of pix2text, utilizing the Mathematical Fo
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  这种方法需要安装 pix2text,借助 Pix2Text 中的数学公式检测模型(MFD),它不仅可以识别纯公式图片,还可以识别包含文本的混合图片。
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  ```bash
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- $ pip install pix2text>=1.0
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  ```
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  ```python
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- #! pip install pix2text>=1.0
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  from pix2text import Pix2Text, merge_line_texts
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@@ -106,16 +108,16 @@ image_fps = [
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  'examples/42.png',
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  'examples/0000186.png',
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  ]
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- p2t = Pix2Text()
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  outs = p2t.recognize_formula(image_fps) # recognize pure formula images
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- outs2 = p2t.recognize('examples/mixed.jpg') # recognize mixed images
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- print(merge_line_texts(outs2))
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  ```
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  ### Method 3: Notebook
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- Just try Pix2Text with this notebook: [https://github.com/breezedeus/Pix2Text/blob/main/pix2text_v1_0.ipynb](https://github.com/breezedeus/Pix2Text/blob/main/pix2text_v1_0.ipynb).
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  ## Performance / 性能
@@ -145,6 +147,6 @@ As can be seen from the figure above, the Pix2Text V1.0 MFR open-source free ver
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  > Where to send questions or comments about the model.
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- Welcome to contact the author [Breezedeus](https://www.breezedeus.com/join-group).
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- 欢迎联系作者 [Breezedeus](https://www.breezedeus.com/join-group) 。
 
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  - [Pix2Text V1.0 New Release: The Best Open-Source Formula Recognition Model | Breezedeus.com](https://www.breezedeus.com/article/p2t-v1.0) ;
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  - Pix2Text (P2T) Github: [breezedeus/pix2text](https://github.com/breezedeus/Pix2Text) ;
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  - Pix2Text Online Free Service: [p2t.breezedeus.com](https://p2t.breezedeus.com/) ;
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+ - Pix2Text Online Docs: [Docs](https://pix2text.readthedocs.io) ;
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+ - Pix2Text More: [breezedeus.com/pix2text](https://breezedeus.com/article/pix2text) ;
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+ - Pix2Text Discard: https://discord.gg/GgD87WM8Tf
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  ## Examples / 示例
 
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  这种方法需要安装 pix2text,借助 Pix2Text 中的数学公式检测模型(MFD),它不仅可以识别纯公式图片,还可以识别包含文本的混合图片。
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  ```bash
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+ $ pip install pix2text>=1.1
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  ```
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  ```python
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+ #! pip install pix2text>=1.1
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  from pix2text import Pix2Text, merge_line_texts
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  'examples/42.png',
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  'examples/0000186.png',
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  ]
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+ p2t = Pix2Text.from_config()
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  outs = p2t.recognize_formula(image_fps) # recognize pure formula images
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+ outs2 = p2t.recognize('examples/mixed.jpg', file_type='text_formula', return_text=True, save_analysis_res='mixed-out.jpg') # recognize mixed images
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+ print(outs2)
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  ```
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  ### Method 3: Notebook
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+ Just try Pix2Text with this notebook: [https://github.com/breezedeus/Pix2Text/blob/main/pix2text_v1_1.ipynb](https://github.com/breezedeus/Pix2Text/blob/main/pix2text_v1_1.ipynb).
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  ## Performance / 性能
 
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  > Where to send questions or comments about the model.
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+ Welcome to contact the author [Breezedeus](https://www.breezedeus.com/article/join-group).
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+ 欢迎联系作者 [Breezedeus](https://www.breezedeus.com/article/join-group) 。