diff --git a/doc/doc_ch/multi_languages.md b/doc/doc_ch/multi_languages.md
new file mode 100644
index 0000000000000000000000000000000000000000..3755478993503bf460bed34186544c2a6632f442
--- /dev/null
+++ b/doc/doc_ch/multi_languages.md
@@ -0,0 +1,290 @@
+# 多语言模型
+
+近期更新：
+
+* 支持**80种**语言的检测和识别
+* 支持**轻量高精度**英文模型检测识别
+* 优化英文模型中的空格识别
+
+- [1 安装](#安装)
+    - [1.1 paddle 安装](#paddle安装)
+    - [1.2 paddleocr package 安装](#paddleocr_package_安装)  
+
+- [2 快速使用](#快速使用)
+    - [2.1 命令行运行](#命令行运行)
+     - [2.1.1 整图预测](#bash_检测+识别)
+     - [2.1.2 识别预测](#bash_识别)
+     - [2.1.3 检测预测](#bash_检测)
+    - [2.2 python 脚本运行](#python_脚本运行)
+     - [2.2.1 整图预测](#python_检测+识别)
+     - [2.2.2 识别预测](#python_识别)
+     - [2.2.3 检测预测](#python_检测)
+- [3 支持语种及缩写](#支持语种及缩写)
+
+## 1 安装
+
+### 1.1 paddle 安装
+```
+# cpu
+pip install paddlepaddle
+
+# gpu
+pip instll paddlepaddle-gpu
+```
+### 1.2 paddleocr package 安装
+
+
+pip 安装
+```
+pip install "paddleocr>=2.0.3" # 推荐使用2.0.3版本
+```
+本地构建并安装
+```
+python3 setup.py bdist_wheel
+pip3 install dist/paddleocr-x.x.x-py3-none-any.whl # x.x.x是paddleocr的版本号
+```
+## 2 快速使用
+
+### 2.1 命令行运行
+
+查看帮助信息
+
+```
+paddleocr -h
+```
+
+* 运行检测+识别
+
+Paddleocr目前支持80个语种，可以通过修改--lang参数进行切换，具体支持的[语种](#语种缩写)可查看表格。
+
+``` bash
+
+paddleocr --image_dir doc/imgs/japan_2.jpg --lang=japan
+```
+![](https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/release/2.0/doc/imgs/japan_2.jpg)
+
+结果是一个list，每个item包含了文本框，文字和识别置信度
+```text
+[[[671.0, 60.0], [847.0, 63.0], [847.0, 104.0], [671.0, 102.0]], ('もちもち', 0.9993342)]
+[[[394.0, 82.0], [536.0, 77.0], [538.0, 127.0], [396.0, 132.0]], ('天然の', 0.9919842)]
+[[[880.0, 89.0], [1014.0, 93.0], [1013.0, 127.0], [879.0, 124.0]], ('とろっと', 0.9976762)]
+[[[1067.0, 101.0], [1294.0, 101.0], [1294.0, 138.0], [1067.0, 138.0]], ('後味のよい', 0.9988712)]
+......
+```
+
+* 识别
+
+```bash
+paddleocr --image_dir doc/imgs_words/japan/1.jpg   --det false --lang=japan
+```
+![](https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/release/2.0/doc/imgs_words/japan/1.jpg)
+结果是一个tuple，返回识别结果和识别置信度
+
+```text
+('したがって', 0.99965394)
+```
+
+* 检测
+
+```
+paddleocr --image_dir PaddleOCR/doc/imgs/11.jpg --rec false
+```
+
+结果是一个list，每个item只包含文本框
+
+```
+[[26.0, 457.0], [137.0, 457.0], [137.0, 477.0], [26.0, 477.0]]
+[[25.0, 425.0], [372.0, 425.0], [372.0, 448.0], [25.0, 448.0]]
+[[128.0, 397.0], [273.0, 397.0], [273.0, 414.0], [128.0, 414.0]]
+......
+```
+
+### 2.2 python 脚本运行
+
+ppocr 也支持在python脚本中运行，便于嵌入到您自己的代码中：
+
+* 检测+识别
+
+```
+from paddleocr import PaddleOCR, draw_ocr
+
+# 同样也是通过修改 lang 参数切换语种
+ocr = PaddleOCR(lang="korean") # 首次执行会自动下载模型文件
+img_path = 'doc/imgs/korean_1.jpg '
+result = ocr.ocr(img_path)
+# 打印检测框和识别结果
+for line in result:
+    print(line)
+
+# 可视化
+from PIL import Image
+image = Image.open(img_path).convert('RGB')
+boxes = [line[0] for line in result]
+txts = [line[1][0] for line in result]
+scores = [line[1][1] for line in result]
+im_show = draw_ocr(image, boxes, txts, scores, font_path='/path/to/PaddleOCR/doc/korean.ttf')
+im_show = Image.fromarray(im_show)
+im_show.save('result.jpg')
+```
+
+结果可视化:
+![](https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/release/2.0/doc/imgs_results/korean.jpg)
+
+
+* 单独执行识别
+
+```
+from paddleocr import PaddleOCR
+ocr = PaddleOCR(lang="german")
+img_path = 'PaddleOCR/doc/imgs_words/german/1.jpg'
+result = ocr.ocr(img_path, det=False, cls=True)
+for line in result:
+    print(line)
+```
+
+![](https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/release/2.0/doc/imgs_words/german/1.jpg)
+
+结果是一个tuple，只包含识别结果和识别置信度
+
+```
+('leider auch jetzt', 0.97538936)
+```
+
+* 单独执行检测
+
+```python
+from paddleocr import PaddleOCR, draw_ocr
+ocr = PaddleOCR() # need to run only once to download and load model into memory
+img_path = 'PaddleOCR/doc/imgs_en/img_12.jpg'
+result = ocr.ocr(img_path, rec=False)
+for line in result:
+    print(line)
+
+# 显示结果
+from PIL import Image
+
+image = Image.open(img_path).convert('RGB')
+im_show = draw_ocr(image, result, txts=None, scores=None, font_path='/path/to/PaddleOCR/doc/fonts/simfang.ttf')
+im_show = Image.fromarray(im_show)
+im_show.save('result.jpg')
+```
+结果是一个list，每个item只包含文本框
+```bash
+[[26.0, 457.0], [137.0, 457.0], [137.0, 477.0], [26.0, 477.0]]
+[[25.0, 425.0], [372.0, 425.0], [372.0, 448.0], [25.0, 448.0]]
+[[128.0, 397.0], [273.0, 397.0], [273.0, 414.0], [128.0, 414.0]]
+......
+```
+
+结果可视化（todo:换图）：
+![](https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/release/2.0/doc/imgs_results/whl/12_det.jpg)
+
+ppocr 还支持方向分类， 更多使用方式请参考：[whl包使用说明](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.0/doc/doc_ch/whl.md)。
+
+<a name="语种缩写"></a>
+
+### 支持语种及缩写
+
+| 语种 | 描述 | 缩写 |
+| --- | --- | --- |
+|中文|chinese and english|ch|
+|英文|english|en|
+|法文|french|fr|
+|德文|german|german|
+|日文|japan|japan|
+|韩文|korean|korean|
+|中文繁体|chinese traditional |ch_tra|
+|意大利文| Italian |it|
+|西班牙文|Spanish |es|
+|葡萄牙文| Portuguese|pt|
+|俄罗斯文|Russia|ru|
+|阿拉伯文|Arabic|ar|
+|印地文|Hindi|hi|
+|维吾尔|Uyghur|ug|
+|波斯文|Persian|fa|
+|乌尔都文|Urdu|ur|
+|塞尔维亚文（latin)| Serbian(latin) |rs_latin|
+|欧西坦文|Occitan |oc|
+|马拉地文|Marathi|mr|
+|尼泊尔文|Nepali|ne|
+|塞尔维亚文（cyrillic)|Serbian(cyrillic)|rs_cyrillic|
+|保加利亚文|Bulgarian |bg|
+|乌克兰文|Ukranian|uk|
+|白俄罗斯文|Belarusian|be|
+|泰卢固文|Telugu |te|
+|卡纳达文|Kannada |kn|
+|泰米尔文|Tamil |ta|
+| | |af|
+| | |az|
+| | |bs|
+| | |cs|
+| | |cy|
+| | |da|
+| | |de|
+| | |en|
+| | |es|
+| | |et|
+| | |fr|
+| | |ga|
+| | |hr|
+| | |hu|
+| | |id|
+| | |is|
+| | |it|
+| | |ku|
+| | |la|
+| | |lt|
+| | |lv|
+| | |mi|
+| | |ms|
+| | |mt|
+| | |nl|
+| | |no|
+| | |oc|
+| | |pi|
+| | |pl|
+| | |pt|
+| | |ro|
+| | |rs_latin|
+| | |sk|
+| | |sl|
+| | |sq|
+| | |sv|
+| | |sw|
+| | |tl|
+| | |tr|
+| | |uz|
+| | |vi|
+| | |ar|
+| | |fa|
+| | |ug|
+| | |ur|
+| | |ru|
+| | |rs_cyrillic|
+| | |be|
+| | |bg|
+| | |uk|
+| | |mn|
+| | |abq|
+| | |ady|
+| | |kbd|
+| | |ava|
+| | |dar|
+| | |inh|
+| | |che|
+| | |lbe|
+| | |lez|
+| | |tab|
+| | |hi|
+| | |mr|
+| | |ne|
+| | |bh|
+| | |mai|
+| | |ang|
+| | |bho|
+| | |mah|
+| | |sck|
+| | |new|
+| | |gom|
+| | |sa|
+| | |bgc|
diff --git a/paddleocr.py b/paddleocr.py
index c3741b264503534ef3e64531c2576273d8ccfd11..47e1267ac40effbe8b4ab80723c66eb5378be179 100644
--- a/paddleocr.py
+++ b/paddleocr.py
@@ -66,6 +66,46 @@ model_urls = {
             'url':
             'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/japan_mobile_v2.0_rec_infer.tar',
             'dict_path': './ppocr/utils/dict/japan_dict.txt'
+        },
+        'chinese_cht': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/chinese_cht_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/chinese_cht_dict.txt'
+        },
+        'ta': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/ta_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/ta_dict.txt'
+        },
+        'te': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/te_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/te_dict.txt'
+        },
+        'ka': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/ka_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/ka_dict.txt'
+        },
+        'latin': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/latin_ppocr_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/latin_dict.txt'
+        },
+        'arabic': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/arabic_ppocr_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/arabic_dict.txt'
+        },
+        'cyrillic': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/cyrillic_ppocr_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/cyrillic_dict.txt'
+        },
+        'devanagari': {
+            'url':
+            'https://paddleocr.bj.bcebos.com/dygraph_v2.0/multilingual/devanagari_ppocr_mobile_v2.0_rec_infer.tar',
+            'dict_path': './ppocr/utils/dict/devanagari_dict.txt'
         }
     },
     'cls':
@@ -233,6 +273,29 @@ class PaddleOCR(predict_system.TextSystem):
         postprocess_params.__dict__.update(**kwargs)
         self.use_angle_cls = postprocess_params.use_angle_cls
         lang = postprocess_params.lang
+        latin_lang = [
+            'af', 'az', 'bs', 'cs', 'cy', 'da', 'de', 'en', 'es', 'et', 'fr',
+            'ga', 'hr', 'hu', 'id', 'is', 'it', 'ku', 'la', 'lt', 'lv', 'mi',
+            'ms', 'mt', 'nl', 'no', 'oc', 'pi', 'pl', 'pt', 'ro', 'rs_latin',
+            'sk', 'sl', 'sq', 'sv', 'sw', 'tl', 'tr', 'uz', 'vi'
+        ]
+        arabic_lang = ['ar', 'fa', 'ug', 'ur']
+        cyrillic_lang = [
+            'ru', 'rs_cyrillic', 'be', 'bg', 'uk', 'mn', 'abq', 'ady', 'kbd',
+            'ava', 'dar', 'inh', 'che', 'lbe', 'lez', 'tab'
+        ]
+        devanagari_lang = [
+            'hi', 'mr', 'ne', 'bh', 'mai', 'ang', 'bho', 'mah', 'sck', 'new',
+            'gom', 'sa', 'bgc'
+        ]
+        if lang in latin_lang:
+            lang = "latin"
+        elif lang in arabic_lang:
+            lang = "arabic"
+        elif lang in cyrillic_lang:
+            lang = "cyrillic"
+        elif lang in devanagari_lang:
+            lang = "devanagari"
         assert lang in model_urls[
             'rec'], 'param lang must in {}, but got {}'.format(
                 model_urls['rec'].keys(), lang)
diff --git a/ppocr/utils/dict/arabic_dict.txt b/ppocr/utils/dict/arabic_dict.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e97abf39274df77fbad066ee4635aebc6743140c
--- /dev/null
+++ b/ppocr/utils/dict/arabic_dict.txt
@@ -0,0 +1,162 @@
+ 
+!
+#
+$
+%
+&
+'
+(
++
+,
+-
+.
+/
+0
+1
+2
+3
+4
+5
+6
+7
+8
+9
+:
+?
+@
+A
+B
+C
+D
+E
+F
+G
+H
+I
+J
+K
+L
+M
+N
+O
+P
+Q
+R
+S
+T
+U
+V
+W
+X
+Y
+Z
+_
+a
+b
+c
+d
+e
+f
+g
+h
+i
+j
+k
+l
+m
+n
+o
+p
+q
+r
+s
+t
+u
+v
+w
+x
+y
+z
+É
+é
+ء
+آ
+أ
+ؤ
+إ
+ئ
+ا
+ب
+ة
+ت
+ث
+ج
+ح
+خ
+د
+ذ
+ر
+ز
+س
+ش
+ص
+ض
+ط
+ظ
+ع
+غ
+ف
+ق
+ك
+ل
+م
+ن
+ه
+و
+ى
+ي
+ً
+ٌ
+ٍ
+َ
+ُ
+ِ
+ّ
+ْ
+ٓ
+ٔ
+ٰ
+ٱ
+ٹ
+پ
+چ
+ڈ
+ڑ
+ژ
+ک
+ڭ
+گ
+ں
+ھ
+ۀ
+ہ
+ۂ
+ۃ
+ۆ
+ۇ
+ۈ
+ۋ
+ی
+ې
+ے
+ۓ
+ە
+١
+٢
+٣
+٤
+٥
+٦
+٧
+٨
+٩
diff --git a/ppocr/utils/dict/cyrillic_dict.txt b/ppocr/utils/dict/cyrillic_dict.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2b6f66494d5417e18bbd225719aa72690e09e126
--- /dev/null
+++ b/ppocr/utils/dict/cyrillic_dict.txt
@@ -0,0 +1,163 @@
+ 
+!
+#
+$
+%
+&
+'
+(
++
+,
+-
+.
+/
+0
+1
+2
+3
+4
+5
+6
+7
+8
+9
+:
+?
+@
+A
+B
+C
+D
+E
+F
+G
+H
+I
+J
+K
+L
+M
+N
+O
+P
+Q
+R
+S
+T
+U
+V
+W
+X
+Y
+Z
+_
+a
+b
+c
+d
+e
+f
+g
+h
+i
+j
+k
+l
+m
+n
+o
+p
+q
+r
+s
+t
+u
+v
+w
+x
+y
+z
+É
+é
+Ё
+Є
+І
+Ј
+Љ
+Ў
+А
+Б
+В
+Г
+Д
+Е
+Ж
+З
+И
+Й
+К
+Л
+М
+Н
+О
+П
+Р
+С
+Т
+У
+Ф
+Х
+Ц
+Ч
+Ш
+Щ
+Ъ
+Ы
+Ь
+Э
+Ю
+Я
+а
+б
+в
+г
+д
+е
+ж
+з
+и
+й
+к
+л
+м
+н
+о
+п
+р
+с
+т
+у
+ф
+х
+ц
+ч
+ш
+щ
+ъ
+ы
+ь
+э
+ю
+я
+ё
+ђ
+є
+і
+ј
+љ
+њ
+ћ
+ў
+џ
+Ґ
+ґ
diff --git a/ppocr/utils/dict/devanagari_dict.txt b/ppocr/utils/dict/devanagari_dict.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f55923061bfd480b875bb3679d7a75a9157387a9
--- /dev/null
+++ b/ppocr/utils/dict/devanagari_dict.txt
@@ -0,0 +1,167 @@
+ 
+!
+#
+$
+%
+&
+'
+(
++
+,
+-
+.
+/
+0
+1
+2
+3
+4
+5
+6
+7
+8
+9
+:
+?
+@
+A
+B
+C
+D
+E
+F
+G
+H
+I
+J
+K
+L
+M
+N
+O
+P
+Q
+R
+S
+T
+U
+V
+W
+X
+Y
+Z
+_
+a
+b
+c
+d
+e
+f
+g
+h
+i
+j
+k
+l
+m
+n
+o
+p
+q
+r
+s
+t
+u
+v
+w
+x
+y
+z
+É
+é
+ँ
+ं
+ः
+अ
+आ
+इ
+ई
+उ
+ऊ
+ऋ
+ए
+ऐ
+ऑ
+ओ
+औ
+क
+ख
+ग
+घ
+ङ
+च
+छ
+ज
+झ
+ञ
+ट
+ठ
+ड
+ढ
+ण
+त
+थ
+द
+ध
+न
+ऩ
+प
+फ
+ब
+भ
+म
+य
+र
+ऱ
+ल
+ळ
+व
+श
+ष
+स
+ह
+़
+ा
+ि
+ी
+ु
+ू
+ृ
+ॅ
+े
+ै
+ॉ
+ो
+ौ
+्
+॒
+क़
+ख़
+ग़
+ज़
+ड़
+ढ़
+फ़
+ॠ
+।
+०
+१
+२
+३
+४
+५
+६
+७
+८
+९
+॰
diff --git a/ppocr/utils/dict/latin_dict.txt b/ppocr/utils/dict/latin_dict.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e166bf33ecfbdc90ddb3d9743fded23306acabd5
--- /dev/null
+++ b/ppocr/utils/dict/latin_dict.txt
@@ -0,0 +1,185 @@
+ 
+!
+"
+#
+$
+%
+&
+'
+(
+)
+*
++
+,
+-
+.
+/
+0
+1
+2
+3
+4
+5
+6
+7
+8
+9
+:
+;
+<
+=
+>
+?
+@
+A
+B
+C
+D
+E
+F
+G
+H
+I
+J
+K
+L
+M
+N
+O
+P
+Q
+R
+S
+T
+U
+V
+W
+X
+Y
+Z
+[
+]
+_
+`
+a
+b
+c
+d
+e
+f
+g
+h
+i
+j
+k
+l
+m
+n
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