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doc/doc_ch/knowledge_distillation.md

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```
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如果是采用DML,即两个小模型互相学习的方法,上述配置文件里的Teacher网络结构需要设置为Student模型一样的配置,具体参考配置文件[ch_PP-OCRv3_det_dml.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/det/ch_PP-OCRv3/ch_PP-OCRv3_det_dml.yml)。
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下面介绍[ch_PP-OCRv3_det_cml.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/det/ch_PP-OCRv3/ch_PP-OCRv3_det_cml.yml)的配置文件参数:
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如果是采用DML,即两个小模型互相学习的方法,上述配置文件里的Teacher网络结构需要设置为Student模型一样的配置,具体参考配置文件[ch_PP-OCRv3_det_dml.yml](../../configs/det/ch_PP-OCRv3/ch_PP-OCRv3_det_dml.yml)。
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下面介绍[ch_PP-OCRv3_det_cml.yml](../../configs/det/ch_PP-OCRv3/ch_PP-OCRv3_det_cml.yml)的配置文件参数:
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Architecture:

doc/doc_ch/multi_languages.md

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## 4 预测部署
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除了安装whl包进行快速预测,ppocr 也提供了多种预测部署方式,如有需求可阅读相关文档:
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- [基于Python脚本预测引擎推理](./inference.md)
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- [基于C++预测引擎推理](../../deploy/cpp_infer/readme.md)
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- [基于Python脚本预测引擎推理](./inference_ppocr.md)
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- [基于C++预测引擎推理](../../deploy/cpp_infer/readme_ch.md)
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- [服务化部署](../../deploy/hubserving/readme.md)
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- [端侧部署](https://github.com/PaddlePaddle/PaddleOCR/blob/develop/deploy/lite/readme.md)
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- [端侧部署](../../deploy/lite/readme_ch.md)
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- [Benchmark](./benchmark.md)
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doc/doc_ch/serving_inference.md

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doc/doc_ch/update.md

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# 更新
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- 2022.5.9 发布PaddleOCR v2.5。发布内容包括:
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- [PP-OCRv3](./doc/doc_ch/ppocr_introduction.md#pp-ocrv3),速度可比情况下,中文场景效果相比于PP-OCRv2再提升5%,英文场景提升11%,80语种多语言模型平均识别准确率提升5%以上;
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- 半自动标注工具[PPOCRLabelv2](./PPOCRLabel):新增表格文字图像、图像关键信息抽取任务和不规则文字图像的标注功能;
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- [PP-OCRv3](./ppocr_introduction.md#pp-ocrv3),速度可比情况下,中文场景效果相比于PP-OCRv2再提升5%,英文场景提升11%,80语种多语言模型平均识别准确率提升5%以上;
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- 半自动标注工具[PPOCRLabelv2](../../PPOCRLabel):新增表格文字图像、图像关键信息抽取任务和不规则文字图像的标注功能;
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- OCR产业落地工具集:打通22种训练部署软硬件环境与方式,覆盖企业90%的训练部署环境需求
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- 交互式OCR开源电子书[《动手学OCR》](./doc/doc_ch/ocr_book.md),覆盖OCR全栈技术的前沿理论与代码实践,并配套教学视频。
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- 交互式OCR开源电子书[《动手学OCR》](./ocr_book.md),覆盖OCR全栈技术的前沿理论与代码实践,并配套教学视频。
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- 2022.5.7 添加对[Weights & Biases](https://docs.wandb.ai/)训练日志记录工具的支持。
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- 2021.12.21 《OCR十讲》课程开讲,12月21日起每晚八点半线上授课! 【免费】报名地址:https://aistudio.baidu.com/aistudio/course/introduce/25207
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- 2021.12.21 发布PaddleOCR v2.4。OCR算法新增1种文本检测算法(PSENet),3种文本识别算法(NRTR、SEED、SAR);文档结构化算法新增1种关键信息提取算法(SDMGR),3种DocVQA算法(LayoutLM、LayoutLMv2,LayoutXLM)。

doc/doc_en/algorithm_det_east_en.md

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The above EAST model is trained using the ICDAR2015 text detection public dataset. For the download of the dataset, please refer to [ocr_datasets](./dataset/ocr_datasets_en.md).
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection_en.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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doc/doc_en/algorithm_det_fcenet_en.md

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The above FCE model is trained using the CTW1500 text detection public dataset. For the download of the dataset, please refer to [ocr_datasets](./dataset/ocr_datasets_en.md).
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection_en.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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## 4. Inference and Deployment

doc/doc_en/algorithm_det_psenet_en.md

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The above PSE model is trained using the ICDAR2015 text detection public dataset. For the download of the dataset, please refer to [ocr_datasets](./dataset/ocr_datasets_en.md).
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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After the data download is complete, please refer to [Text Detection Training Tutorial](./detection_en.md) for training. PaddleOCR has modularized the code structure, so that you only need to **replace the configuration file** to train different detection models.
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## 4. Inference and Deployment

doc/doc_en/algorithm_e2e_pgnet_en.md

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<a name="Environment_Configuration"></a>
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## 2. Environment Configuration
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Please refer to [Operation Environment Preparation](./environment_en.md) to configure PaddleOCR operating environment first, refer to [PaddleOCR Overview and Project Clone](./paddleOCR_overview_en.md) to clone the project
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Please refer to [Operation Environment Preparation](./environment_en.md) to configure PaddleOCR operating environment first, refer to [Project Clone](./clone_en.md) to clone the project
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## 3. Quick Use

doc/doc_en/algorithm_rec_aster_en.md

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## 2. Environment
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Please refer to ["Environment Preparation"](./environment.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone.md) to clone the project code.
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Please refer to ["Environment Preparation"](./environment_en.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone_en.md) to clone the project code.
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## 3. Model Training / Evaluation / Prediction
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Please refer to [Text Recognition Tutorial](./recognition.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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Please refer to [Text Recognition Tutorial](./recognition_en.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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doc/doc_en/algorithm_rec_crnn_en.md

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## 2. Environment
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Please refer to ["Environment Preparation"](./environment.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone.md) to clone the project code.
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Please refer to ["Environment Preparation"](./environment_en.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone_en.md) to clone the project code.
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## 3. Model Training / Evaluation / Prediction
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Please refer to [Text Recognition Tutorial](./recognition.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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Please refer to [Text Recognition Tutorial](./recognition_en.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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doc/doc_en/algorithm_rec_nrtr_en.md

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## 2. Environment
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Please refer to ["Environment Preparation"](./environment.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone.md) to clone the project code.
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Please refer to ["Environment Preparation"](./environment_en.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone_en.md) to clone the project code.
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## 3. Model Training / Evaluation / Prediction
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Please refer to [Text Recognition Tutorial](./recognition_en.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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doc/doc_en/algorithm_rec_sar_en.md

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Please refer to ["Environment Preparation"](./environment_en.md) to configure the PaddleOCR environment, and refer to ["Project Clone"](./clone_en.md) to clone the project code.
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## 3. Model Training / Evaluation / Prediction
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Please refer to [Text Recognition Tutorial](./recognition_en.md). PaddleOCR modularizes the code, and training different recognition models only requires **changing the configuration file**.
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