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license: apache-2.0 |
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pipeline_tag: image-to-text |
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--- |
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该模型为中英文本混合公式与表格LaTeX OCR,详见:https://arxiv.org/abs/2406.17148 。 |
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This model is designed for mixed Chinese-English text, formula, and table LaTeX OCR. For more details, please refer to: https://arxiv.org/abs/2406.17148. |
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# 使用方法 colab: https://colab.research.google.com/drive/1vj3GKTmHcVor7FRKyk254nXEi9Lu_dhL?usp=sharing : |
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```python |
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from transformers import AutoTokenizer, VisionEncoderDecoderModel, AutoImageProcessor |
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from PIL import Image |
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import requests |
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feature_extractor = AutoImageProcessor.from_pretrained("MixTex/ZhEn-Latex-OCR") |
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tokenizer = AutoTokenizer.from_pretrained("MixTex/ZhEn-Latex-OCR", max_len=296) |
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model = VisionEncoderDecoderModel.from_pretrained("MixTex/ZhEn-Latex-OCR") |
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imgen = Image.open(requests.get('https://cdn-uploads.huggingface.co/production/uploads/62dbaade36292040577d2d4f/eOAym7FZDsjic_8ptsC-H.png', stream=True).raw) |
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#imgzh = Image.open(requests.get('https://cdn-uploads.huggingface.co/production/uploads/62dbaade36292040577d2d4f/m-oVg8dsQbQZ1fDWbwKtO.png', stream=True).raw) |
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print(tokenizer.decode(model.generate(feature_extractor(imgen, return_tensors="pt").pixel_values)[0]).replace('\\[','\\begin{align*}').replace('\\]','\\end{align*}')) |
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``` |
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# 补充: |
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建议图片尺寸:大约 (400, 500), (H, W)。 |
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建议输出字数:大约100-300个tokens。 |
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Latex 环境: |
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``` |
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\usepackage{amssymb} |
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\usepackage{amsmath} |
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\usepackage{stmaryrd} |
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\usepackage{color} |
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``` |
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# 样例: |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/62dbaade36292040577d2d4f/eOAym7FZDsjic_8ptsC-H.png) |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/62dbaade36292040577d2d4f/m-oVg8dsQbQZ1fDWbwKtO.png) |
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