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fix invalid link in doc (#16719)
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deploy/avh/README.md

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Model description
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-----------------
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The example is built on [PP-OCRv3](https://github.com/PaddlePaddle/PaddleOCR/blob/dygraph/doc/doc_ch/PP-OCRv3_introduction.md) English recognition model released by [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR). Since Arm(R) Cortex(R)-M55 CPU does not support rnn operator, we delete the unsupported operator based on the PP-OCRv3 text recognition model to obtain the current 2.7M English recognition model.
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The example is built on [PP-OCRv3](https://github.com/PaddlePaddle/PaddleOCR/blob/main/docs/version2.x/ppocr/blog/PP-OCRv3_introduction.md) English recognition model released by [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR). Since Arm(R) Cortex(R)-M55 CPU does not support rnn operator, we delete the unsupported operator based on the PP-OCRv3 text recognition model to obtain the current 2.7M English recognition model.
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PP-OCRv3 is the third version of the PP-OCR series model. This series of models has the following features:
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deploy/avh/README_ch.md

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在非docker环境中,需要手动安装如下依赖项:
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- 软件可通过[安装脚本](https://github.com/apache/tvm/blob/main/docker/install/ubuntu_install_ethosu_driver_stack.sh)一键安装
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- 软件可通过[安装脚本](https://github.com/apache/tvm/blob/v0.9.0/docker/install/ubuntu_install_ethosu_driver_stack.sh)一键安装
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- [Fixed Virtual Platform (FVP) based on Arm(R) Corstone(TM)-300 software](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps)
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- [cmake 3.19.5](https://github.com/Kitware/CMake/releases/)
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- [GCC toolchain from Arm(R)](https://developer.arm.com/-/media/Files/downloads/gnu-rm/10-2020q4/gcc-arm-none-eabi-10-2020-q4-major-x86_64-linux.tar.bz2)
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模型描述
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在这个demo中,我们使用的模型是基于[PP-OCRv3](https://github.com/PaddlePaddle/PaddleOCR/blob/dygraph/doc/doc_ch/PP-OCRv3_introduction.md)的英文识别模型。由于Arm(R) Cortex(R)-M55 CPU不支持rnn算子,我们在PP-OCRv3原始文本识别模型的基础上进行适配,最终模型大小为2.7M。
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在这个demo中,我们使用的模型是基于[PP-OCRv3](https://github.com/PaddlePaddle/PaddleOCR/blob/main/docs/version2.x/ppocr/blog/PP-OCRv3_introduction.md)的英文识别模型。由于Arm(R) Cortex(R)-M55 CPU不支持rnn算子,我们在PP-OCRv3原始文本识别模型的基础上进行适配,最终模型大小为2.7M。
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PP-OCRv3是[PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR)发布的PP-OCR系列模型的第三个版本,该系列模型具有以下特点:
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- 超轻量级OCR系统:检测(3.6M)+方向分类器(1.4M)+识别(12M)=17.0M。

deploy/hubserving/readme.md

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**模型路径可在`params.py`中查看和修改。**
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更多模型可以从PaddleOCR提供的模型库[PP-OCR](../../doc/doc_ch/models_list.md)[PP-Structure](../../ppstructure/docs/models_list.md)下载,也可以替换成自己训练转换好的模型。
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更多模型可以从PaddleOCR提供的模型库[PP-OCR](../../docs/version2.x/ppstructure/models_list.md)[PP-Structure](../../docs/version2.x/ppstructure/models_list.en.md)下载,也可以替换成自己训练转换好的模型。
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### 2.3 安装服务模块
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PaddleOCR提供5种服务模块,根据需要安装所需模块。

deploy/hubserving/readme_en.md

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| KIE(SER+RE) | ./inference/re_vi_layoutxlm_xfund_infer/ |
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**The model path can be found and modified in `params.py`.**
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More models provided by PaddleOCR can be obtained from the [model library](../../doc/doc_en/models_list_en.md). You can also use models trained by yourself.
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More models provided by PaddleOCR can be obtained from the [model library](../../docs/version2.x/ppocr/model_list.en.md). You can also use models trained by yourself.
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### 2.3 Install Service Module
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PaddleOCR provides 5 kinds of service modules, install the required modules according to your needs.

deploy/lite/readme.md

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For the compilation process of different development environments, please refer to the corresponding documents.
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1. [Docker](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#docker)
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2. [Linux](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#linux)
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3. [MAC OS](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#mac-os)
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1. [Docker](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#docker)
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2. [Linux](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#linux)
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3. [MAC OS](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#mac-os)
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### 1.2 Prepare Paddle-Lite library
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Note: When compiling Paddle-Lite to obtain the Paddle-Lite library, you need to turn on the two options `--with_cv=ON --with_extra=ON`, `--arch` means the `arm` version, here is designated as armv8,
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More compilation commands refer to the introduction [link](https://paddle-lite.readthedocs.io/zh/release-v2.10_a/source_compile/linux_x86_compile_android.html)
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More compilation commands refer to the introduction [link](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#paddlelite)
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After directly downloading the Paddle-Lite library and decompressing it, you can get the `inference_lite_lib.android.armv8/` folder, and the Paddle-Lite library obtained by compiling Paddle-Lite is located
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`Paddle-Lite/build.lite.android.armv8.gcc/inference_lite_lib.android.armv8/` folder.

deploy/lite/readme_ch.md

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交叉编译环境用于编译 Paddle Lite 和 PaddleOCR 的C++ demo。
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支持多种开发环境,不同开发环境的编译流程请参考对应文档。
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1. [Docker](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#docker)
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2. [Linux](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#linux)
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3. [MAC OS](https://paddle-lite.readthedocs.io/zh/latest/source_compile/compile_env.html#mac-os)
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1. [Docker](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#docker)
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2. [Linux](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#linux)
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3. [MAC OS](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#mac-os)
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### 1.2 准备预测库
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更多编译命令
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介绍请参考 [链接](https://paddle-lite.readthedocs.io/zh/release-v2.10_a/source_compile/linux_x86_compile_android.html)
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介绍请参考 [链接](https://paddle-lite-pjc.readthedocs.io/zh/latest/user_guides/source_compile.html#paddlelite)
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直接下载预测库并解压后,可以得到`inference_lite_lib.android.armv8/`文件夹,通过编译Paddle-Lite得到的预测库位于
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deploy/paddle2onnx/readme.md

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ONNXRuntime result:
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<div align="center">
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<img src="../../doc/imgs_results/multi_lang/img_12.jpg" width=800">
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<img src="../../docs/version2.x/ppocr/images/multi_lang/img_12.jpg" width=800">
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Paddle Inference result:
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<img src="../../docs/version2.x/ppocr/images/multi_lang/img_12.jpg" width=800">
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docs/datasets/ocr_datasets.md

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| 数据集名称 | 图片下载地址 | PaddleOCR 标注下载地址 |
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| en benchmark(MJ, SJ, IIIT, SVT, IC03, IC13, IC15, SVTP, and CUTE.) | [DTRB](https://github.com/clovaai/deep-text-recognition-benchmark#download-lmdb-dataset-for-traininig-and-evaluation-from-here) | LMDB格式,可直接用[lmdb_dataset.py](../../../ppocr/data/lmdb_dataset.py)加载 |
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| en benchmark(MJ, SJ, IIIT, SVT, IC03, IC13, IC15, SVTP, and CUTE.) | [DTRB](https://github.com/clovaai/deep-text-recognition-benchmark#download-lmdb-dataset-for-traininig-and-evaluation-from-here) | LMDB格式,可直接用[lmdb_dataset.py](../../ppocr/data/lmdb_dataset.py)加载 |
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|ICDAR 2015| <http://rrc.cvc.uab.es/?ch=4&com=downloads> | [train](https://paddleocr.bj.bcebos.com/dataset/rec_gt_train.txt)/ [test](https://paddleocr.bj.bcebos.com/dataset/rec_gt_test.txt) |
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| 多语言数据集 |[百度网盘](https://pan.baidu.com/s/1bS_u207Rm7YbY33wOECKDA) 提取码:frgi | 图片下载地址中已包含 |
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docs/index/index.en.md

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- Release[PP-ChatOCR](https://aistudio.baidu.com/aistudio/modelsdetail?modelId=332), a new scheme for extracting key information of general scenes using PP-OCR model and ERNIE LLM.
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- 🔨**2022.11 Add implementation of [4 cutting-edge algorithms](./algorithm/overview.en.md)**:Text Detection [DRRG](./algorithm/text_detection/algorithm_det_drrg.en.md), Text Recognition [RFL](./algorithm/text_recognition/algorithm_rec_rfl.en.md), Image Super-Resolution [Text Telescope](./algorithm/super_resolution/algorithm_sr_telescope.en.md),Handwritten Mathematical Expression Recognition [CAN](./algorithm/formula_recognition/algorithm_rec_can.en.md)
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- 🔨**2022.11 Add implementation of [4 cutting-edge algorithms](../version2.x/algorithm/overview.en.md)**:Text Detection [DRRG](../version2.x/algorithm/text_detection/algorithm_det_drrg.en.md), Text Recognition [RFL](../version2.x/algorithm/text_recognition/algorithm_rec_rfl.en.md), Image Super-Resolution [Text Telescope](../version2.x/algorithm/super_resolution/algorithm_sr_telescope.en.md),Handwritten Mathematical Expression Recognition [CAN](../version2.x/algorithm/formula_recognition/algorithm_rec_can.en.md)
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- **2022.10 release [optimized JS version PP-OCRv3 model](./ppocr/infer_deploy/paddle_js.en.md)** with 4.3M model size, 8x faster inference time, and a ready-to-use web demo
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- Text Detection: [FCENet](./algorithm/text_detection/algorithm_det_fcenet.en.md), [DB++](./algorithm/text_detection/algorithm_det_db.en.md)
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- Text Recognition: [ViTSTR](./algorithm/text_recognition/algorithm_rec_vitstr.en.md), [ABINet](./algorithm/text_recognition/algorithm_rec_abinet.en.md), [VisionLAN](./algorithm/text_recognition/algorithm_rec_visionlan.en.md), [SPIN](./algorithm/text_recognition/algorithm_rec_spin.en.md), [RobustScanner](./algorithm/text_recognition/algorithm_rec_robustscanner.en.md)
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- Table Recognition: [TableMaster](./algorithm/table_recognition/algorithm_table_master.en.md)
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- Text Detection: [FCENet](../version2.x/algorithm/text_detection/algorithm_det_fcenet.en.md), [DB++](../version2.x/algorithm/text_detection/algorithm_det_db.en.md)
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- Text Recognition: [ViTSTR](../version2.x/algorithm/text_recognition/algorithm_rec_vitstr.en.md), [ABINet](../version2.x/algorithm/text_recognition/algorithm_rec_abinet.en.md), [VisionLAN](../version2.x/algorithm/text_recognition/algorithm_rec_visionlan.en.md), [SPIN](../version2.x/algorithm/text_recognition/algorithm_rec_spin.en.md), [RobustScanner](../version2.x/algorithm/text_recognition/algorithm_rec_robustscanner.en.md)
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- Table Recognition: [TableMaster](../version2.x/algorithm/table_recognition/algorithm_table_master.en.md)
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- **2022.5.9 Release PaddleOCR [release/2.5](https://github.com/PaddlePaddle/PaddleOCR/tree/release/2.5)**
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- Release [PP-OCRv3](./ppocr/overview.en.md#pp-ocrv3): With comparable speed, the effect of Chinese scene is further improved by 5% compared with PP-OCRv2, the effect of English scene is improved by 11%, and the average recognition accuracy of 80 language multilingual models is improved by more than 5%.

docs/version3.x/algorithm/PP-OCRv5/PP-OCRv5_multi_languages.md

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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/pipelines/ocr/german_0_res.png" alt="德文识别结" width="500"/>
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<img src="https://raw.githubusercontent.com/cuicheng01/PaddleX_doc_images/refs/heads/main/images/pipelines/ocr/german_0_res.png" alt="德文识别结果" width="500"/>
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<b>德文识别结果</b>
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