diff --git a/README.md b/README.md
index dd8e3fcd9f63e70e858149de9538e3fc93e9f71e..93044501739ed6d91ca5c270c9dce4576d9f26fc 100644
--- a/README.md
+++ b/README.md
@@ -105,12 +105,21 @@ For more model downloads (including multiple languages), please refer to [PP-OCR
 PP-OCR is a practical ultra-lightweight OCR system. It is mainly composed of three parts: DB text detection, detection frame correction and CRNN text recognition. The system adopts 19 effective strategies from 8 aspects including backbone network selection and adjustment, prediction head design, data augmentation, learning rate transformation strategy, regularization parameter selection, pre-training model use, and automatic model tailoring and quantization to optimize and slim down the models of each module. The final results are an ultra-lightweight Chinese and English OCR model with an overall size of 3.5M and a 2.8M English digital OCR model. For more details, please refer to the PP-OCR technical article (https://arxiv.org/abs/2009.09941).
 
 ## 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">
+</div>
+
+- English OCR model
+<div align="center">
+    <img src="./doc/imgs_results/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">
 </div>
diff --git a/README_ch.md b/README_ch.md
index 1b52fdfe36d19767045c522be75b312e0f5125cb..10ec926e3fa7e23bbfa221ca173598152691c803 100644
--- a/README_ch.md
+++ b/README_ch.md
@@ -106,17 +106,23 @@ 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
 
 <a name="效果展示"></a>
 ## 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">
+</div>
+- 英文模型
+<div align="center">
+    <img src="./doc/imgs_results/img_12.jpg" width="800">
+</div>
+- 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">
 </div>
 
-
 <a name="欢迎加入PaddleOCR技术交流群"></a>
 ## 欢迎加入PaddleOCR技术交流群
 请扫描下面二维码，完成问卷填写，获取加群二维码和OCR方向的炼丹秘籍
diff --git a/doc/doc_ch/visualization.md b/doc/doc_ch/visualization.md
index cae846816cfdc40ac075ad83b9e5aafca2c3eaf7..dc7b0b9cdcf8ac1abea8163b40ef99bfbf9d7d94 100644
--- a/doc/doc_ch/visualization.md
+++ b/doc/doc_ch/visualization.md
@@ -10,28 +10,31 @@
     <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="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">
+</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">
-</div>
-
-<div align="center">
     <img src="../imgs_results/7.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/6.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/16.png" width="800">
 </div>
 
@@ -41,12 +44,6 @@
 
 <div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/11.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/2.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/8.jpg" width="800">
 </div>
diff --git a/doc/doc_en/visualization_en.md b/doc/doc_en/visualization_en.md
index 6696cf935c0f343bc3bca71003aecc22c6d98e0d..853987645e6046d9a6e87b4eb1acb2d9c7328c6d 100644
--- a/doc/doc_en/visualization_en.md
+++ b/doc/doc_en/visualization_en.md
@@ -1,7 +1,7 @@
 # Visualization
 
 <a name="ppocr_server_1.1"></a>
-## ppocr_server_1.1 
+## ch_ppocr_server_1.1 
 
 <div align="center">
     <img src="../imgs_results/1101.jpg" width="800">
@@ -10,28 +10,31 @@
     <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="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">
 </div>
 
 
-
 <a name="ppocr_mobile_1.0"></a>
 ## ppocr_mobile_1.0
 
 <div align="center">
     <img src="../imgs_results/1.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/7.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/6.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/16.png" width="800">
 </div>
 
@@ -41,13 +44,7 @@
 
 <div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/11.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/2.jpg" width="800">
-</div>
-
-<div align="center">
     <img src="../imgs_results/chinese_db_crnn_server/8.jpg" width="800">
 </div>
 
diff --git a/doc/imgs_results/img_12.jpg b/doc/imgs_results/img_12.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..11ac4ed6cee4ad97650e6107c944bad96bc1a590
Binary files /dev/null and b/doc/imgs_results/img_12.jpg differ