diff --git a/README.md b/README.md
index 89f6eca7fa69219f4c7547c22f8cbf753e856089..a0a9dcb57115bde1a17b511b4d566f2113166f74 100755
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ PaddleOCR supports both dynamic graph and static graph programming paradigm
     - Ultra lightweight ppocr_mobile series models: detection (3.0M) + direction classifier (1.4M) + recognition (5.0M) = 9.4M
     - General ppocr_server series models: detection (47.1M) + direction classifier (1.4M) + recognition (94.9M) = 143.4M
     - Support Chinese, English, and digit recognition, vertical text recognition, and long text recognition
-    - Support multi-language recognition: Korean, Japanese, German, French
+    - Support more than 80 kinds of multi-language recognition models: [For details](./doc/doc_ch/multi_languages.md)
 - Rich toolkits related to the OCR areas
     - Semi-automatic data annotation tool, i.e., PPOCRLabel: support fast and efficient data annotation
     - Data synthesis tool, i.e., Style-Text: easy to synthesize a large number of images which are similar to the target scene image
@@ -33,11 +33,11 @@ PaddleOCR supports both dynamic graph and static graph programming paradigm
 ## Visualization
 
 <div align="center">
-    <img src="doc/imgs_results/ch_ppocr_mobile_v2.0/test_add_91.jpg" width="800">
-    <img src="doc/imgs_results/ch_ppocr_mobile_v2.0/00018069.jpg" width="800">
+    <img src="doc/imgs_en/img_01.jpg" width="800">
+    <img src="doc/imgs_en/img_02.jpg" width="800">
 </div>
 
-The above pictures are the visualizations of the general ppocr_server model. For more effect pictures, please see [More visualizations](./doc/doc_en/visualization_en.md).
+The above pictures are the visualizations of the English recognition model. For more details, please see [Multi language recognition model](./doc/doc_en/multi_languages_en.md)
 
 <a name="Community"></a>
 ## Community
diff --git a/README_ch.md b/README_ch.md
index 00853060c7d65bb58ab7aab8f87fb804e16e2ca8..7097628e08f65b9b46f0cb10f1e155f4c8d95ef6 100755
--- a/README_ch.md
+++ b/README_ch.md
@@ -23,7 +23,7 @@ PaddleOCR同时支持动态图与静态图两种编程范式
     - 超轻量ppocr_mobile移动端系列：检测（3.0M）+方向分类器（1.4M）+ 识别（5.0M）= 9.4M
     - 通用ppocr_server系列：检测（47.1M）+方向分类器（1.4M）+ 识别（94.9M）= 143.4M
     - 支持中英文数字组合识别、竖排文本识别、长文本识别
-    - 支持多语言识别：韩语、日语、德语、法语
+    - 支持80+多语言识别，详见[多语言模型](./doc/doc_ch/multi_languages.md)
 - 丰富易用的OCR相关工具组件
     - 半自动数据标注工具PPOCRLabel：支持快速高效的数据标注
     - 数据合成工具Style-Text：批量合成大量与目标场景类似的图像
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