# 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|