update docs

README.md

@@ -5,14 +5,16 @@ PaddleOCR aims to create multilingual, awesome, leading, and practical OCR tools
 
 ## Notice
 PaddleOCR supports both dynamic graph and static graph programming paradigm
-- Dynamic graph: dygraph branch (default), **supported by paddle 2.0.0 ([installation](./doc/doc_en/installation_en.md))**
+- Dynamic graph: release/2.1 (default), **supported by paddle 2.0.0 ([installation](./doc/doc_en/installation_en.md))**
 - Static graph: develop branch
 
 **Recent updates**
+- **Notice: PaddleOCR R & D team will conduct in-depth technical interpretation of the latest version at 19:00 P.M. on April 13. ([live address](https://live.bilibili.com/21689802))**
+- 2021.4.8 Release PaddleOCRv2.1(branch release/2.1). Newly released AAAI 2021 end-to-end algorithm [PGNet](./doc/doc_ch/pgnet.md) and [Multi language recognition model](./doc/doc_ch/multi_languages.md), support more than 80 language recognition.
+- 2021.2.8 Release PaddleOCRv2.0 (branch release/2.0). Refer to [release note](https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v2.0.0) for more details.
 - 2021.1.21 update more than 25+ multilingual recognition models [models list](./doc/doc_en/models_list_en.md), including：English, Chinese, German, French, Japanese，Spanish，Portuguese Russia Arabic and so on.  Models for more languages will continue to be updated [Develop Plan](https://github.com/PaddlePaddle/PaddleOCR/issues/1048).
 - 2020.12.15 update Data synthesis tool, i.e., [Style-Text](./StyleText/README.md)，easy to synthesize a large number of images which are similar to the target scene image.
 - 2020.11.25 Update a new data annotation tool, i.e., [PPOCRLabel](./PPOCRLabel/README.md), which is helpful to improve the labeling efficiency. Moreover, the labeling results can be used in training of the PP-OCR system directly.
-- 2020.9.22 Update the PP-OCR technical article, https://arxiv.org/abs/2009.09941
 - [more](./doc/doc_en/update_en.md)
 
 ## Features
@@ -78,12 +80,14 @@ For a new language request, please refer to [Guideline for new language_requests
 
 ## Tutorials
 - [Installation](./doc/doc_en/installation_en.md)
-- [Quick Start](./doc/doc_en/quickstart_en.md)
+- [Chinese OCR Quick Start](./doc/doc_en/quickstart_en.md)
+- [Multi-language OCR Quick Start](./doc/doc_en/multi_languages_en.md)
 - [Code Structure](./doc/doc_en/tree_en.md)
 - Algorithm Introduction
     - [Text Detection Algorithm](./doc/doc_en/algorithm_overview_en.md)
     - [Text Recognition Algorithm](./doc/doc_en/algorithm_overview_en.md)
     - [PP-OCR Pipeline](#PP-OCR-Pipeline)
+    - [End2End Algorithm *PGNet*](./doc/doc_en/pgnet_en.md)
 - Model Training/Evaluation
     - [Text Detection](./doc/doc_en/detection_en.md)
     - [Text Recognition](./doc/doc_en/recognition_en.md)

README_ch.md

@@ -4,17 +4,15 @@
 PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库，助力使用者训练出更好的模型，并应用落地。
 ## 注意
 PaddleOCR同时支持动态图与静态图两种编程范式
-- 动态图版本：dygraph分支（默认），需将paddle版本升级至2.0.0（[快速安装](./doc/doc_ch/installation.md)）
+- 动态图版本：release/2.1（默认分支，开发分支为dygraph分支），需将paddle版本升级至2.0.0（[快速安装](./doc/doc_ch/installation.md)）
 - 静态图版本：develop分支
 
 **近期更新**
-- 【预告】 PaddleOCR研发团队对最新发版内容技术深入解读，4月13日晚上19:00，[直播地址](https://live.bilibili.com/21689802)
+- **【预告】 PaddleOCR研发团队对最新发版内容技术深入解读，4月13日晚上19:00，[直播地址](https://live.bilibili.com/21689802)**
 - 2021.4.8 release 2.1版本，新增AAAI 2021论文[端到端识别算法PGNet](./doc/doc_ch/pgnet.md)开源，[多语言模型](./doc/doc_ch/multi_languages.md)支持种类增加到80+。
-- 2021.2.1 [FAQ](./doc/doc_ch/FAQ.md)新增5个高频问题，总数162个，每周一都会更新，欢迎大家持续关注。
-- 2021.1.21 更新多语言识别模型，目前支持语种超过27种，包括中文简体、中文繁体、英文、法文、德文、韩文、日文、意大利文、西班牙文、葡萄牙文、俄罗斯文、阿拉伯文等，后续计划可以参考[多语言研发计划](https://github.com/PaddlePaddle/PaddleOCR/issues/1048)
-- 2020.12.15 更新数据合成工具[Style-Text](./StyleText/README_ch.md)，可以批量合成大量与目标场景类似的图像，在多个场景验证，效果明显提升。
-- 2020.11.25 更新半自动标注工具[PPOCRLabel](./PPOCRLabel/README_ch.md)，辅助开发者高效完成标注任务，输出格式与PP-OCR训练任务完美衔接。
-- 2020.9.22 更新PP-OCR技术文章，https://arxiv.org/abs/2009.09941
+- 2021.4.6 [FAQ](./doc/doc_ch/FAQ.md)新增5个高频问题，总数198个，每周一都会更新，欢迎大家持续关注。
+- 2021.2.8 正式发布PaddleOCRv2.0(branch release/2.0)并设置为推荐用户使用的默认分支. 发布的详细内容，请参考: https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v2.0.0
+- 2021.1.26,28,29 PaddleOCR官方研发团队带来技术深入解读三日直播课，1月26日、28日、29日晚上19:30，[直播地址](https://live.bilibili.com/21689802)
 - [More](./doc/doc_ch/update.md)
 
 
@@ -106,8 +104,8 @@ PaddleOCR同时支持动态图与静态图两种编程范式
 - [效果展示](#效果展示)
 - FAQ
     - [【精选】OCR精选10个问题](./doc/doc_ch/FAQ.md)
-    - [【理论篇】OCR通用32个问题](./doc/doc_ch/FAQ.md)
-    - [【实战篇】PaddleOCR实战110个问题](./doc/doc_ch/FAQ.md)
+    - [【理论篇】OCR通用41个问题](./doc/doc_ch/FAQ.md)
+    - [【实战篇】PaddleOCR实战147个问题](./doc/doc_ch/FAQ.md)
 - [技术交流群](#欢迎加入PaddleOCR技术交流群)
 - [参考文献](./doc/doc_ch/reference.md)
 - [许可证书](#许可证书)

doc/doc_ch/update.md

 # 更新
+- 2021.4.8 release 2.1版本，新增AAAI 2021论文[端到端识别算法PGNet](./doc/doc_ch/pgnet.md)开源，[多语言模型](./doc/doc_ch/multi_languages.md)支持种类增加到80+。
+- 2021.4.6 [FAQ](./doc/doc_ch/FAQ.md)新增5个高频问题，总数198个，每周一都会更新，欢迎大家持续关注。
+- 2021.2.8 正式发布PaddleOCRv2.0(branch release/2.0)并设置为推荐用户使用的默认分支. 发布的详细内容，请参考: https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v2.0.0
+- 2021.1.26,28,29 PaddleOCR官方研发团队带来技术深入解读三日直播课，1月26日、28日、29日晚上19:30，[直播地址](https://live.bilibili.com/21689802)
+- 2021.1.21 更新多语言识别模型，目前支持语种超过27种，包括中文简体、中文繁体、英文、法文、德文、韩文、日文、意大利文、西班牙文、葡萄牙文、俄罗斯文、阿拉伯文等，后续计划可以参考[多语言研发计划](https://github.com/PaddlePaddle/PaddleOCR/issues/1048)
 - 2020.12.15 更新数据合成工具[Style-Text](../../StyleText/README_ch.md)，可以批量合成大量与目标场景类似的图像，在多个场景验证，效果明显提升。
 - 2020.12.07 [FAQ](../../doc/doc_ch/FAQ.md)新增5个高频问题，总数124个，并且计划以后每周一都会更新，欢迎大家持续关注。
 - 2020.11.25 更新半自动标注工具[PPOCRLabel](../../PPOCRLabel/README_ch.md)，辅助开发者高效完成标注任务，输出格式与PP-OCR训练任务完美衔接。

doc/doc_en/multi_languages_en.md

@@ -5,21 +5,21 @@
 -2021.4.9 supports the detection and recognition of 80 languages
 -2021.4.9 supports **lightweight high-precision** English model detection and recognition
 
--[1 Installation](#Install)
-    -[1.1 paddle installation](#paddleinstallation)
-    -[1.2 paddleocr package installation](#paddleocr_package_install)
-
--[2 Quick Use](#Quick_Use)
-    -[2.1 Command line operation](#Command_line_operation)
-     -[2.1.1 Prediction of the whole image](#bash_detection+recognition)
-     -[2.1.2 Recognition](#bash_Recognition)
-     -[2.1.3 Detection](#bash_detection)
-    -[2.2 python script running](#python_Script_running)
-     -[2.2.1 Whole image prediction](#python_detection+recognition)
-     -[2.2.2 Recognition](#python_Recognition)
-     -[2.2.3 Detection](#python_detection)
--[3 Custom Training](#Custom_Training)
--[4 Supported languages and abbreviations](#language_abbreviations)
+- [1 Installation](#Install)
+    - [1.1 paddle installation](#paddleinstallation)
+    - [1.2 paddleocr package installation](#paddleocr_package_install)
+
+- [2 Quick Use](#Quick_Use)
+    - [2.1 Command line operation](#Command_line_operation)
+        - [2.1.1 Prediction of the whole image](#bash_detection+recognition)
+        - [2.1.2 Recognition](#bash_Recognition)
+        - [2.1.3 Detection](#bash_detection)
+    - [2.2 python script running](#python_Script_running)
+        - [2.2.1 Whole image prediction](#python_detection+recognition)
+        - [2.2.2 Recognition](#python_Recognition)
+        - [2.2.3 Detection](#python_detection)
+- [3 Custom Training](#Custom_Training)
+- [4 Supported languages and abbreviations](#language_abbreviations)
 
 <a name="Install"></a>
 ## 1 Installation

doc/doc_en/update_en.md

 # RECENT UPDATES
+- 2021.4.8 Release PaddleOCRv2.1(branch release/2.1). Newly released AAAI 2021 end-to-end algorithm [PGNet](./doc/doc_ch/pgnet.md) and [Multi language recognition model](./doc/doc_ch/multi_languages.md), support more than 80 language recognition.
+- 2021.2.8 Release PaddleOCRv2.0 (branch release/2.0). Refer to [release note](https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v2.0.0) for more details.
+- 2021.1.21 update more than 25+ multilingual recognition models [models list](./doc/doc_en/models_list_en.md), including：English, Chinese, German, French, Japanese，Spanish，Portuguese Russia Arabic and so on.  Models for more languages will continue to be updated [Develop Plan](https://github.com/PaddlePaddle/PaddleOCR/issues/1048).
 - 2020.12.15 update Data synthesis tool, i.e., [Style-Text](../../StyleText/README.md)，easy to synthesize a large number of images which are similar to the target scene image.
 - 2020.11.25 Update a new data annotation tool, i.e., [PPOCRLabel](../../PPOCRLabel/README.md), which is helpful to improve the labeling efficiency. Moreover, the labeling results can be used in training of the PP-OCR system directly.
 - 2020.9.22 Update the PP-OCR technical article, https://arxiv.org/abs/2009.09941