diff --git a/README.md b/README.md
index 81a9ddaa36d7dceba3071fca48cb2f649e6b239c..c72395d2f85f9f2844b895a12bb51a783a679f63 100644
--- a/README.md
+++ b/README.md
@@ -27,8 +27,8 @@ PaddleOCR aims to create multilingual, awesome, leading, and practical OCR tools
 ## Visualization
 
 <div align="center">
-    <img src="doc/imgs_results/1101.jpg" width="800">
-    <img src="doc/imgs_results/1103.jpg" width="800">
+    <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">
 </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).
@@ -58,6 +58,7 @@ Mobile DEMO experience (based on EasyEdge and Paddle-Lite, supports iOS and Andr
 
 <a name="Supported-Chinese-model-list"></a>
 
+
 ## PP-OCR 2.0 series model list（Update on Dec 15）
 
 | Model introduction                                           | Model name                   | Recommended scene | Detection model                                              | Direction classifier                                         | Recognition model                                            |
@@ -129,21 +130,21 @@ PP-OCR is a practical ultra-lightweight OCR system. It is mainly composed of thr
 ## Visualization [more](./doc/doc_en/visualization_en.md)
 - Chinese OCR model
 <div align="center">
-    <img src="./doc/imgs_results/1102.jpg" width="800">
-    <img src="./doc/imgs_results/1104.jpg" width="800">
-    <img src="./doc/imgs_results/1106.jpg" width="800">
-    <img src="./doc/imgs_results/1105.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/test_add_91.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/00015504.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/00056221.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/rotate_00052204.jpg" width="800">
 </div>
 
 - English OCR model
 <div align="center">
-    <img src="./doc/imgs_results/img_12.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/img_12.jpg" width="800">
 </div>
 
 - Multilingual OCR model
 <div align="center">
-    <img src="./doc/imgs_results/1110.jpg" width="800">
-    <img src="./doc/imgs_results/1112.jpg" width="800">
+    <img src="./doc/imgs_results/french_0.jpg" width="800">
+    <img src="./doc/imgs_results/korean.jpg" width="800">
 </div>
 
 
diff --git a/README_ch.md b/README_ch.md
index fa400d31307e83831628bc45559845e7adef6ffd..7ed48165fcdb0122cba82d0a42a853d5b7fc28a8 100644
--- a/README_ch.md
+++ b/README_ch.md
@@ -31,8 +31,8 @@ PaddleOCR旨在打造一套丰富、领先、且实用的OCR工具库，助力
 ## 效果展示
 
 <div align="center">
-    <img src="doc/imgs_results/1101.jpg" width="800">
-    <img src="doc/imgs_results/1103.jpg" width="800">
+    <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">
 </div>
 
 上图是通用ppocr_server模型效果展示，更多效果图请见[效果展示页面](./doc/doc_ch/visualization.md)。
@@ -112,10 +112,10 @@ PP-OCR是一个实用的超轻量OCR系统。主要由DB文本检测、检测框
 ## 效果展示 [more](./doc/doc_ch/visualization.md)
 - 中文模型
 <div align="center">
-    <img src="./doc/imgs_results/1102.jpg" width="800">
-    <img src="./doc/imgs_results/1104.jpg" width="800">
-    <img src="./doc/imgs_results/1106.jpg" width="800">
-    <img src="./doc/imgs_results/1105.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/test_add_91.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/00015504.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/00056221.jpg" width="800">
+    <img src="./doc/imgs_results/ch_ppocr_mobile_v2.0/rotate_00052204.jpg" width="800">
 </div>
 
 - 英文模型
@@ -125,8 +125,8 @@ PP-OCR是一个实用的超轻量OCR系统。主要由DB文本检测、检测框
 
 - 其他语言模型
 <div align="center">
-    <img src="./doc/imgs_results/1110.jpg" width="800">
-    <img src="./doc/imgs_results/1112.jpg" width="800">
+    <img src="./doc/imgs_results/french_0.jpg" width="800">
+    <img src="./doc/imgs_results/korean.jpg" width="800">
 </div>
 
 <a name="欢迎加入PaddleOCR技术交流群"></a>
diff --git a/doc/doc_ch/visualization.md b/doc/doc_ch/visualization.md
index 4cd3264b802299d53c71bfdc02d197419048b03a..f2ea2b09d9431ebd710f2d7ccac0bd73c50b558e 100644
--- a/doc/doc_ch/visualization.md
+++ b/doc/doc_ch/visualization.md
@@ -1,49 +1,32 @@
 # 效果展示
 
-<a name="通用ppocr_server_2.0效果展示"></a>
-## 通用ppocr_server_2.0效果展示
+<a name="超轻量ppocr_server_2.0效果展示"></a>
+## 通用ppocr_server_2.0 效果展示
 
 <div align="center">
-    <img src="../imgs_results/1101.jpg" width="800">
-    <img src="../imgs_results/1102.jpg" width="800">
-    <img src="../imgs_results/1103.jpg" width="800">
-    <img src="../imgs_results/1104.jpg" width="800">
-    <img src="../imgs_results/1105.jpg" width="800">
-    <img src="../imgs_results/1106.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00006737.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00009282.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00015504.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00018069.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00056221.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00057937.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00059985.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00111002.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00077949.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00207393.jpg" width="800">
 </div>
 
 
 <a name="英文识别模型效果展示"></a>
 ## 英文识别模型效果展示
 <div align="center">
-    <img src="../imgs_results/img_12.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/img_12.jpg" width="800">
 </div>
 
 
 <a name="多语言识别模型效果展示"></a>
 ## 多语言识别模型效果展示
 <div align="center">
-    <img src="../imgs_results/1110.jpg" width="800">
-    <img src="../imgs_results/1112.jpg" width="800">
-</div>
-
-
-<a name="超轻量ppocr_mobile_1.0效果展示"></a>
-## 超轻量ppocr_mobile_1.0效果展示
-
-<div align="center">
-    <img src="../imgs_results/1.jpg" width="800">
-    <img src="../imgs_results/7.jpg" width="800">
-    <img src="../imgs_results/6.jpg" width="800">
-    <img src="../imgs_results/16.png" width="800">
-</div>
-
-
-<a name="通用ppocr_server_1.0效果展示"></a>
-## 通用ppocr_server_1.0效果展示
-
-<div align="center">
-    <img src="../imgs_results/chinese_db_crnn_server/11.jpg" width="800">
-    <img src="../imgs_results/chinese_db_crnn_server/2.jpg" width="800">
-    <img src="../imgs_results/chinese_db_crnn_server/8.jpg" width="800">
+    <img src="../imgs_results/french_0.jpg" width="800">
+    <img src="../imgs_results/korean.jpg" width="800">
 </div>
diff --git a/doc/doc_en/visualization_en.md b/doc/doc_en/visualization_en.md
index 2b88b1de6042b6f63cefb85134f58d83d4c625f8..732ca9ea6240f3b00d6c902b24296c53fe6af245 100644
--- a/doc/doc_en/visualization_en.md
+++ b/doc/doc_en/visualization_en.md
@@ -1,49 +1,34 @@
 # Visualization
 
-<a name="ppocr_server_1.1"></a>
-## ch_ppocr_server_1.1
-
-<div align="center">
-    <img src="../imgs_results/1101.jpg" width="800">
-    <img src="../imgs_results/1102.jpg" width="800">
-    <img src="../imgs_results/1103.jpg" width="800">
-    <img src="../imgs_results/1104.jpg" width="800">
-    <img src="../imgs_results/1105.jpg" width="800">
-    <img src="../imgs_results/1106.jpg" width="800">
-</div>
-
-
-<a name="en_ppocr_mobile_1.1"></a>
-## en_ppocr_mobile_1.1
-<div align="center">
-    <img src="../imgs_results/img_12.jpg" width="800">
-</div>
 
+<a name="ppocr_server_2.0"></a>
+## ch_ppocr_server_2.0
 
-<a name="multilingual"></a>
-## (multilingual)_ppocr_mobile_1.1
 <div align="center">
-    <img src="../imgs_results/1110.jpg" width="800">
-    <img src="../imgs_results/1112.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00006737.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00009282.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00015504.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00018069.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00056221.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00057937.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00059985.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00111002.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00077949.jpg" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/00207393.jpg" width="800">
 </div>
 
 
-<a name="ppocr_mobile_1.0"></a>
-## ppocr_mobile_1.0
 
+<a name="en_ppocr_mobile_2.0"></a>
+## en_ppocr_mobile_2.0
 <div align="center">
-    <img src="../imgs_results/1.jpg" width="800">
-    <img src="../imgs_results/7.jpg" width="800">
-    <img src="../imgs_results/6.jpg" width="800">
-    <img src="../imgs_results/16.png" width="800">
+    <img src="../imgs_results/ch_ppocr_mobile_v2.0/img_12.jpg" width="800">
 </div>
 
 
-<a name="ppocr_server_1.0"></a>
-## ppocr_server_1.0
-
+<a name="multilingual"></a>
+## (multilingual)_ppocr_mobile_2.0
 <div align="center">
-    <img src="../imgs_results/chinese_db_crnn_server/11.jpg" width="800">
-    <img src="../imgs_results/chinese_db_crnn_server/2.jpg" width="800">
-    <img src="../imgs_results/chinese_db_crnn_server/8.jpg" width="800">
+    <img src="./doc/imgs_results/french_0.jpg" width="800">
+    <img src="./doc/imgs_results/korean.jpg" width="800">
 </div>
diff --git a/doc/imgs/korean_1.jpg b/doc/imgs/korean_1.jpg
index f1614e9f286a82261312731e13e8256410b160e3..4259c046c29257f15107f734e142fa511db9769b 100644
Binary files a/doc/imgs/korean_1.jpg and b/doc/imgs/korean_1.jpg differ
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deleted file mode 100644
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diff --git a/doc/imgs_results/img_12.jpg b/doc/imgs_results/ch_ppocr_mobile_v2.0/img_12.jpg
similarity index 100%
rename from doc/imgs_results/img_12.jpg
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